Train
Test
130157
ROWS
10234
0
DUPLICATES
0
233.6 MB
RAM
18.3 MB
180
FEATURES
180
23
CATEGORICAL
23
157
NUMERICAL
157
0
TEXT
0
2.0.4
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
diabetes_mellitus
VALUES:
130,157
(100%)
MISSING:
---
DISTINCT:
2
(0%)
1
Unnamed: 0
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
130,157
(100%)
10,234
(100%)
MAX
130k
10k
95%
124k
10k
Q3
98k
8k
MEDIAN
65k
5k
AVG
65k
5k
Q1
33k
3k
5%
7k
1k
MIN
0k
0k
RANGE
130k
10,233
IQR
65,078
5,116
STD
37,573
2,954
VAR
1.4B
8.7M
KURT.
-1.20
-1.20
SKEW
0.00
0.00
SUM
8.5B
52.4M
2
encounter_id
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
130,157
(100%)
10,234
(100%)
MAX
279k
146k
95%
272k
145k
Q3
246k
143k
MEDIAN
213k
141k
AVG
213k
140k
Q1
180k
138k
5%
154k
136k
MIN
147k
135k
RANGE
132k
11,000
IQR
66,001
5,510
STD
38,110
3,182
VAR
1.5B
10.1M
KURT.
-1.20
-1.20
SKEW
-5.22e-4
-0.001
SUM
27.7B
1.4B
3
hospital_id
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
204
(0%)
190
(2%)
MAX
204
10,199
95%
196
10,186
Q3
165
10,145
MEDIAN
112
10,085
AVG
106
10,092
Q1
49
10,043
5%
8
10,008
MIN
1
10,001
RANGE
203
198
IQR
116
102
STD
63.5
57.0
VAR
4,030
3,250
KURT.
-1.35
-1.18
SKEW
-0.116
0.177
SUM
13.8M
103.3M
4
age
VALUES:
125,169
(96%)
10,234
(100%)
MISSING:
4,988
(4%)
---
DISTINCT:
75
(0%)
79
(1%)
MAX
89.0
96.0
95%
86.0
88.0
Q3
75.0
76.0
MEDIAN
64.0
65.0
AVG
62.0
62.9
Q1
52.0
52.0
5%
28.0
27.0
MIN
0.0
18.0
RANGE
89.0
78.0
IQR
23.0
24.0
STD
16.8
17.9
VAR
283
319
KURT.
-0.213
-0.302
SKEW
-0.608
-0.529
SUM
7.8M
643k
5
bmi
VALUES:
125,667
(97%)
9,219
(90%)
MISSING:
4,490
(3%)
1,015
(10%)
DISTINCT:
41,453
(32%)
464
(5%)
MAX
67.8
69.9
95%
44.4
44.4
Q3
32.8
32.6
AVG
29.1
29.1
MEDIAN
27.6
27.6
Q1
23.6
23.7
5%
18.8
18.9
MIN
14.8
14.9
RANGE
53.0
55.0
IQR
9.21
8.90
STD
8.26
8.34
VAR
68.3
69.6
KURT.
3.54
4.32
SKEW
1.47
1.62
SUM
3.7M
268k
6
elective_surgery
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
7
ethnicity
VALUES:
128,570
(99%)
10,030
(98%)
MISSING:
1,587
(1%)
204
(2%)
DISTINCT:
6
(0%)
6
(0%)
8
gender
VALUES:
130,091
(99%)
10,229
(99%)
MISSING:
66
(0%)
5
(0%)
DISTINCT:
2
(0%)
2
(0%)
9
height
VALUES:
128,080
(98%)
9,933
(97%)
MISSING:
2,077
(2%)
301
(3%)
DISTINCT:
443
(0%)
207
(2%)
MAX
195.6
195.6
95%
187.9
185.4
Q3
177.8
177.8
MEDIAN
170.1
170.0
AVG
169.6
169.3
Q1
162.5
162.5
5%
152.4
152.4
MIN
137.2
137.0
RANGE
58.4
58.6
IQR
15.3
15.3
STD
10.8
10.8
VAR
117
117
KURT.
-0.391
-0.288
SKEW
-0.103
-0.166
SUM
21.7M
1.7M
10
hospital_admit_source
VALUES:
96,959
(74%)
7,501
(73%)
MISSING:
33,198
(26%)
2,733
(27%)
DISTINCT:
15
(0%)
10
(0%)
11
icu_admit_source
VALUES:
129,917
(99%)
10,209
(99%)
MISSING:
240
(0%)
25
(0%)
DISTINCT:
5
(0%)
5
(0%)
12
icu_id
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
328
(0%)
302
(3%)
MAX
1,111
1,111
95%
1,074
1,078
Q3
969
962
AVG
662
678
MEDIAN
653
687
Q1
427
451
5%
109
102
MIN
82
82
RANGE
1,029
1,029
IQR
542
511
STD
304
304
VAR
92,574
92,487
KURT.
-1.11
-1.01
SKEW
-0.223
-0.371
SUM
86.2M
6.9M
13
icu_stay_type
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
3
(0%)
3
(0%)
14
icu_type
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
8
(0%)
8
(0%)
15
pre_icu_los_days
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
10,912
(8%)
2,656
(26%)
MAX
176
66
95%
4
4
Q3
0
0
AVG
1
1
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
-0
-0
RANGE
176
66.2
IQR
0.378
0.398
STD
2.49
2.41
VAR
6.18
5.82
KURT.
446
126
SKEW
12.7
8.42
SUM
109k
8,508
16
readmission_status
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
1
(0%)
1
(0%)
17
weight
VALUES:
126,694
(97%)
9,326
(91%)
MISSING:
3,463
(3%)
908
(9%)
DISTINCT:
3,636
(3%)
1,084
(11%)
MAX
186
188
95%
130
128
Q3
97
96
AVG
84
83
MEDIAN
80
80
Q1
66
67
5%
50
50
MIN
39
38
RANGE
147
150
IQR
30.3
29.5
STD
25.0
24.6
VAR
623
606
KURT.
1.88
2.14
SKEW
1.08
1.11
SUM
10.6M
779k
18
albumin_apache
VALUES:
51,994
(40%)
4,179
(41%)
MISSING:
78,163
(60%)
6,055
(59%)
DISTINCT:
36
(0%)
35
(0%)
MAX
4.60
4.50
95%
4.00
4.00
Q3
3.40
3.40
MEDIAN
2.90
2.90
AVG
2.89
2.87
Q1
2.40
2.40
5%
1.70
1.70
MIN
1.20
1.10
RANGE
3.40
3.40
IQR
1.00
1.00
STD
0.690
0.709
VAR
0.476
0.503
KURT.
-0.405
-0.437
SKEW
-0.090
-0.126
SUM
150k
11,977
19
apache_2_diagnosis
VALUES:
128,472
(99%)
10,064
(98%)
MISSING:
1,685
(1%)
170
(2%)
DISTINCT:
44
(0%)
44
(0%)
MAX
308
308
95%
307
308
Q3
301
302
AVG
185
188
MEDIAN
122
123
Q1
113
113
5%
106
106
MIN
101
101
RANGE
207
207
IQR
188
189
STD
85.9
86.1
VAR
7,372
7,407
KURT.
-1.58
-1.63
SKEW
0.505
0.450
SUM
23.8M
1.9M
20
apache_3j_diagnosis
VALUES:
129,292
(99%)
10,126
(99%)
MISSING:
865
(1%)
108
(1%)
DISTINCT:
400
(0%)
343
(3%)
MAX
2,201
2,201
95%
1,503
1,504
Q3
703
801
AVG
566
571
MEDIAN
409
407
Q1
204
203
5%
104
104
MIN
0
0
RANGE
2,201
2,201
IQR
499
598
STD
467
477
VAR
218k
228k
KURT.
-0.039
-0.196
SKEW
0.998
0.957
SUM
73.2M
5.8M
21
apache_post_operative
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
22
arf_apache
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
23
bilirubin_apache
VALUES:
47,597
(37%)
3,924
(38%)
MISSING:
82,560
(63%)
6,310
(62%)
DISTINCT:
585
(0%)
165
(2%)
MAX
60.2
53.8
95%
3.5
3.4
Q3
1.1
1.1
AVG
1.2
1.1
MEDIAN
0.7
0.7
Q1
0.4
0.4
5%
0.2
0.2
MIN
0.1
0.1
RANGE
60.1
53.7
IQR
0.700
0.700
STD
2.35
2.24
VAR
5.53
5.00
KURT.
104
152
SKEW
8.61
10.0
SUM
57,175
4,505
24
bun_apache
VALUES:
104,746
(80%)
8,173
(80%)
MISSING:
25,411
(20%)
2,061
(20%)
DISTINCT:
476
(0%)
175
(2%)
MAX
127
128
95%
69
68
Q3
31
30
AVG
26
25
MEDIAN
19
18
Q1
13
12
5%
7
7
MIN
4
4
RANGE
123
124
IQR
18.0
18.0
STD
20.7
20.5
VAR
428
419
KURT.
5.46
6.20
SKEW
2.14
2.27
SUM
2.7M
205k
25
creatinine_apache
VALUES:
105,275
(81%)
8,191
(80%)
MISSING:
24,882
(19%)
2,043
(20%)
DISTINCT:
1,198
(1%)
565
(6%)
MAX
11.2
10.0
95%
4.4
3.9
Q3
1.5
1.5
AVG
1.5
1.4
MEDIAN
1.0
0.9
Q1
0.7
0.7
5%
0.5
0.5
MIN
0.3
0.3
RANGE
10.9
9.65
IQR
0.820
0.770
STD
1.54
1.37
VAR
2.38
1.89
KURT.
14.9
14.9
SKEW
3.53
3.51
SUM
156k
11,447
26
fio2_apache
VALUES:
30,437
(23%)
2,599
(25%)
MISSING:
99,720
(77%)
7,635
(75%)
DISTINCT:
87
(0%)
49
(0%)
MAX
1.000
1.000
95%
1.000
1.000
Q3
0.850
1.000
AVG
0.596
0.608
MEDIAN
0.500
0.500
Q1
0.400
0.400
5%
0.250
0.230
MIN
0.210
0.210
RANGE
0.790
0.790
IQR
0.450
0.600
STD
0.263
0.272
VAR
0.069
0.074
KURT.
-1.17
-1.31
SKEW
0.482
0.388
SUM
18,132
1,581
27
gcs_eyes_apache
VALUES:
127,967
(98%)
10,029
(98%)
MISSING:
2,190
(2%)
205
(2%)
DISTINCT:
4
(0%)
4
(0%)
28
gcs_motor_apache
VALUES:
127,967
(98%)
10,029
(98%)
MISSING:
2,190
(2%)
205
(2%)
DISTINCT:
6
(0%)
6
(0%)
29
gcs_unable_apache
VALUES:
129,448
(99%)
10,173
(99%)
MISSING:
709
(1%)
61
(1%)
DISTINCT:
2
(0%)
2
(0%)
30
gcs_verbal_apache
VALUES:
127,967
(98%)
10,029
(98%)
MISSING:
2,190
(2%)
205
(2%)
DISTINCT:
5
(0%)
5
(0%)
31
glucose_apache
VALUES:
115,461
(89%)
9,024
(88%)
MISSING:
14,696
(11%)
1,210
(12%)
DISTINCT:
566
(0%)
457
(4%)
MAX
599
566
95%
340
334
Q3
195
198
AVG
160
161
MEDIAN
133
139
Q1
97
98
5%
73
75
MIN
39
40
RANGE
560
526
IQR
98.0
100
STD
90.7
87.7
VAR
8,227
7,698
KURT.
4.47
3.72
SKEW
1.85
1.72
SUM
18.5M
1.5M
32
heart_rate_apache
VALUES:
129,848
(99%)
10,204
(99%)
MISSING:
309
(0%)
30
(0%)
DISTINCT:
149
(0%)
142
(1%)
MAX
178
176
95%
146
145
Q3
120
119
MEDIAN
104
103
AVG
100
99
Q1
87
84
5%
47
47
MIN
30
30
RANGE
148
146
IQR
33.0
35.0
STD
30.8
30.8
VAR
946
952
KURT.
-0.447
-0.532
SKEW
-0.270
-0.265
SUM
13.0M
1.0M
33
hematocrit_apache
VALUES:
103,399
(79%)
8,120
(79%)
MISSING:
26,758
(21%)
2,114
(21%)
DISTINCT:
353
(0%)
335
(3%)
MAX
51.4
50.0
95%
43.8
43.5
Q3
37.9
37.7
MEDIAN
33.1
33.0
AVG
33.0
32.9
Q1
28.0
28.0
5%
21.7
22.0
MIN
16.2
15.9
RANGE
35.2
34.1
IQR
9.90
9.70
STD
6.83
6.68
VAR
46.7
44.6
KURT.
-0.345
-0.398
SKEW
0.007
-0.014
SUM
3.4M
267k
34
intubated_apache
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
35
map_apache
VALUES:
129,737
(99%)
10,182
(99%)
MISSING:
420
(0%)
52
(1%)
DISTINCT:
172
(0%)
155
(2%)
MAX
200
200
95%
164
163
Q3
124
122
AVG
87
85
MEDIAN
66
65
Q1
54
53
5%
42
42
MIN
40
40
RANGE
160
160
IQR
70.0
69.0
STD
41.9
41.6
VAR
1,756
1,730
KURT.
-0.725
-0.590
SKEW
0.742
0.822
SUM
11.3M
870k
36
paco2_apache
VALUES:
30,437
(23%)
2,599
(25%)
MISSING:
99,720
(77%)
7,635
(75%)
DISTINCT:
731
(1%)
434
(4%)
MAX
95.0
99.8
95%
67.0
62.0
Q3
47.0
45.7
AVG
42.2
41.2
MEDIAN
40.0
39.6
Q1
34.5
34.0
5%
26.3
26.0
MIN
18.0
19.0
RANGE
77.0
80.8
IQR
12.5
11.7
STD
12.3
11.8
VAR
150
139
KURT.
3.12
4.98
SKEW
1.39
1.66
SUM
1.3M
107k
37
paco2_for_ph_apache
VALUES:
30,437
(23%)
2,599
(25%)
MISSING:
99,720
(77%)
7,635
(75%)
DISTINCT:
731
(1%)
434
(4%)
MAX
95.0
99.8
95%
67.0
62.0
Q3
47.0
45.7
AVG
42.2
41.2
MEDIAN
40.0
39.6
Q1
34.5
34.0
5%
26.3
26.0
MIN
18.0
19.0
RANGE
77.0
80.8
IQR
12.5
11.7
STD
12.3
11.8
VAR
150
139
KURT.
3.12
4.98
SKEW
1.39
1.66
SUM
1.3M
107k
38
pao2_apache
VALUES:
30,437
(23%)
2,599
(25%)
MISSING:
99,720
(77%)
7,635
(75%)
DISTINCT:
2,043
(2%)
643
(6%)
MAX
498
504
95%
321
349
Q3
156
161
AVG
132
137
MEDIAN
104
104
Q1
77
78
5%
54
54
MIN
31
29
RANGE
467
475
IQR
79.0
83.4
STD
85.0
91.9
VAR
7,218
8,447
KURT.
4.18
3.36
SKEW
1.97
1.86
SUM
4.0M
356k
39
ph_apache
VALUES:
30,437
(23%)
2,599
(25%)
MISSING:
99,720
(77%)
7,635
(75%)
DISTINCT:
576
(0%)
363
(4%)
MAX
7.590
7.580
95%
7.491
7.499
Q3
7.414
7.420
MEDIAN
7.360
7.370
AVG
7.352
7.358
Q1
7.301
7.310
5%
7.174
7.190
MIN
6.961
7.000
RANGE
0.629
0.580
IQR
0.113
0.110
STD
0.098
0.095
VAR
0.010
0.009
KURT.
1.89
1.62
SKEW
-0.861
-0.806
SUM
224k
19,124
40
resprate_apache
VALUES:
129,349
(99%)
10,170
(99%)
MISSING:
808
(1%)
64
(1%)
DISTINCT:
77
(0%)
59
(1%)
MAX
60.0
60.0
95%
52.0
52.0
Q3
36.0
35.0
MEDIAN
27.0
26.0
AVG
25.2
24.3
Q1
11.0
10.0
5%
5.0
5.0
MIN
4.0
4.0
RANGE
56.0
56.0
IQR
25.0
25.0
STD
15.0
15.2
VAR
226
230
KURT.
-0.903
-0.887
SKEW
0.313
0.393
SUM
3.3M
247k
41
sodium_apache
VALUES:
105,638
(81%)
8,241
(81%)
MISSING:
24,519
(19%)
1,993
(19%)
DISTINCT:
119
(0%)
42
(0%)
MAX
158.0
158.0
95%
146.0
146.0
Q3
141.0
141.0
MEDIAN
138.0
138.0
AVG
137.9
138.0
Q1
135.0
135.0
5%
129.0
129.0
MIN
117.0
117.0
RANGE
41.0
41.0
IQR
6.00
6.00
STD
5.30
5.31
VAR
28.1
28.2
KURT.
2.86
2.85
SKEW
-0.254
-0.271
SUM
14.6M
1.1M
42
temp_apache
VALUES:
123,546
(95%)
9,563
(93%)
MISSING:
6,611
(5%)
671
(7%)
DISTINCT:
207
(0%)
151
(1%)
MAX
39.70
39.80
95%
37.30
37.40
Q3
36.70
36.80
MEDIAN
36.50
36.50
AVG
36.42
36.43
Q1
36.20
36.20
5%
35.20
35.20
MIN
32.10
31.70
RANGE
7.60
8.10
IQR
0.500
0.600
STD
0.858
0.913
VAR
0.735
0.833
KURT.
8.55
9.10
SKEW
-0.980
-1.14
SUM
4.5M
348k
43
urineoutput_apache
VALUES:
66,990
(51%)
5,044
(49%)
MISSING:
63,167
(49%)
5,190
(51%)
DISTINCT:
32,958
(25%)
2,953
(29%)
MAX
8,717
33,695
95%
4,630
4,927
Q3
2,415
2,524
AVG
1,801
1,944
MEDIAN
1,455
1,570
Q1
799
867
5%
128
205
MIN
0
0
RANGE
8,717
33,695
IQR
1,616
1,657
STD
1,457
1,676
VAR
2.1M
2.8M
KURT.
3.88
35.2
SKEW
1.66
3.47
SUM
120.6M
9.8M
44
ventilated_apache
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
45
wbc_apache
VALUES:
100,682
(77%)
7,858
(77%)
MISSING:
29,475
(23%)
2,376
(23%)
DISTINCT:
3,124
(2%)
1,189
(12%)
MAX
45.8
46.2
95%
25.1
24.6
Q3
15.3
15.0
AVG
12.2
12.0
MEDIAN
10.5
10.3
Q1
7.5
7.5
5%
4.3
4.3
MIN
0.9
0.6
RANGE
44.9
45.6
IQR
7.80
7.50
STD
6.93
6.87
VAR
48.0
47.2
KURT.
4.12
4.74
SKEW
1.65
1.72
SUM
1.2M
94,437
46
d1_diasbp_invasive_max
VALUES:
35,089
(27%)
2,909
(28%)
MISSING:
95,068
(73%)
7,325
(72%)
DISTINCT:
145
(0%)
135
(1%)
MAX
181
181
95%
119
121
Q3
88
89
AVG
79
80
MEDIAN
76
76
Q1
65
66
5%
52
52
MIN
37
41
RANGE
144
140
IQR
23.0
23.0
STD
21.7
22.6
VAR
471
509
KURT.
4.02
4.09
SKEW
1.52
1.61
SUM
2.8M
233k
47
d1_diasbp_invasive_min
VALUES:
35,089
(27%)
2,909
(28%)
MISSING:
95,068
(73%)
7,325
(72%)
DISTINCT:
85
(0%)
82
(1%)
MAX
89.0
88.0
95%
69.0
70.0
Q3
54.0
54.0
AVG
47.0
47.4
MEDIAN
46.0
47.0
Q1
40.0
40.0
5%
28.0
28.0
MIN
5.0
6.9
RANGE
84.0
81.1
IQR
14.0
14.0
STD
12.7
12.8
VAR
162
164
KURT.
1.24
1.02
SKEW
0.134
0.159
SUM
1.6M
138k
48
d1_diasbp_max
VALUES:
129,880
(99%)
10,211
(99%)
MISSING:
277
(0%)
23
(0%)
DISTINCT:
120
(0%)
120
(1%)
MAX
165
164
95%
125
124
Q3
99
98
AVG
89
87
MEDIAN
86
85
Q1
75
73
5%
60
59
MIN
46
45
RANGE
119
119
IQR
24.0
25.0
STD
20.2
20.0
VAR
407
399
KURT.
1.19
1.23
SKEW
0.796
0.805
SUM
11.5M
890k
49
d1_diasbp_min
VALUES:
129,880
(99%)
10,211
(99%)
MISSING:
277
(0%)
23
(0%)
DISTINCT:
78
(0%)
81
(1%)
MAX
90.0
92.6
95%
73.0
73.0
Q3
58.0
58.0
MEDIAN
50.0
49.0
AVG
49.9
49.8
Q1
41.0
41.0
5%
28.0
28.0
MIN
13.0
13.0
RANGE
77.0
79.6
IQR
17.0
17.0
STD
13.4
13.5
VAR
179
183
KURT.
0.335
0.444
SKEW
0.085
0.217
SUM
6.5M
509k
50
d1_diasbp_noninvasive_max
VALUES:
128,521
(99%)
10,085
(99%)
MISSING:
1,636
(1%)
149
(1%)
DISTINCT:
120
(0%)
120
(1%)
MAX
165
164
95%
126
124
Q3
99
98
AVG
89
87
MEDIAN
87
85
Q1
75
74
5%
60
59
MIN
46
45
RANGE
119
119
IQR
24.0
24.0
STD
20.2
19.9
VAR
406
397
KURT.
1.19
1.22
SKEW
0.795
0.801
SUM
11.4M
880k
51
d1_diasbp_noninvasive_min
VALUES:
128,521
(99%)
10,085
(99%)
MISSING:
1,636
(1%)
149
(1%)
DISTINCT:
78
(0%)
81
(1%)
MAX
90.0
92.2
95%
73.0
73.0
Q3
58.0
58.0
MEDIAN
50.0
50.0
AVG
49.9
49.9
Q1
41.0
41.0
5%
28.0
28.0
MIN
13.0
13.0
RANGE
77.0
79.2
IQR
17.0
17.0
STD
13.4
13.5
VAR
180
184
KURT.
0.327
0.433
SKEW
0.078
0.210
SUM
6.4M
503k
52
d1_heartrate_max
VALUES:
129,895
(99%)
10,210
(99%)
MISSING:
262
(0%)
24
(0%)
DISTINCT:
120
(0%)
118
(1%)
MAX
177
174
95%
143
142
Q3
117
116
AVG
103
102
MEDIAN
101
100
Q1
88
87
5%
71
70
MIN
58
57
RANGE
119
117
IQR
29.0
29.0
STD
22.0
21.9
VAR
483
480
KURT.
0.314
0.186
SKEW
0.566
0.525
SUM
13.4M
1.0M
53
d1_heartrate_min
VALUES:
129,895
(99%)
10,210
(99%)
MISSING:
262
(0%)
24
(0%)
DISTINCT:
156
(0%)
135
(1%)
MAX
175
181
95%
99
100
Q3
81
81
AVG
70
71
MEDIAN
70
70
Q1
60
60
5%
46
46
MIN
0
0
RANGE
175
181
IQR
21.0
21.0
STD
17.1
17.4
VAR
294
303
KURT.
1.89
2.07
SKEW
-0.130
-0.043
SUM
9.1M
721k
54
d1_mbp_invasive_max
VALUES:
35,289
(27%)
2,919
(29%)
MISSING:
94,868
(73%)
7,315
(71%)
DISTINCT:
285
(0%)
245
(2%)
MAX
322
317
95%
246
245
Q3
118
120
AVG
114
116
MEDIAN
101
101
Q1
89
89
5%
73
73
MIN
38
26
RANGE
284
291
IQR
29.0
31.0
STD
49.2
49.8
VAR
2,419
2,478
KURT.
5.99
5.45
SKEW
2.43
2.31
SUM
4.0M
337k
55
d1_mbp_invasive_min
VALUES:
35,289
(27%)
2,919
(29%)
MISSING:
94,868
(73%)
7,315
(71%)
DISTINCT:
118
(0%)
120
(1%)
MAX
119
186
95%
91
91
Q3
71
71
AVG
62
62
MEDIAN
62
62
Q1
54
54
5%
32
28
MIN
2
1
RANGE
117
185
IQR
17.0
17.0
STD
17.8
18.1
VAR
318
329
KURT.
2.13
2.65
SKEW
-0.370
-0.415
SUM
2.2M
181k
56
d1_mbp_max
VALUES:
129,830
(99%)
10,197
(99%)
MISSING:
327
(0%)
37
(0%)
DISTINCT:
158
(0%)
129
(1%)
MAX
184
189
95%
142
141
Q3
116
114
AVG
104
103
MEDIAN
102
100
Q1
90
88
5%
75
73
MIN
60
58
RANGE
124
131
IQR
26.0
26.0
STD
20.9
21.1
VAR
437
447
KURT.
1.15
1.50
SKEW
0.797
0.876
SUM
13.5M
1.0M
57
d1_mbp_min
VALUES:
129,830
(99%)
10,197
(99%)
MISSING:
327
(0%)
37
(0%)
DISTINCT:
128
(0%)
92
(1%)
MAX
112.0
113.0
95%
91.0
91.0
Q3
74.0
74.0
AVG
64.4
64.1
MEDIAN
64.0
63.0
Q1
54.0
54.0
5%
40.0
39.0
MIN
22.0
22.0
RANGE
90.0
91.0
IQR
20.0
20.0
STD
15.4
15.7
VAR
238
246
KURT.
0.407
0.489
SKEW
0.191
0.206
SUM
8.4M
653k
58
d1_mbp_noninvasive_max
VALUES:
127,929
(98%)
10,022
(98%)
MISSING:
2,228
(2%)
212
(2%)
DISTINCT:
155
(0%)
122
(1%)
MAX
181
182
95%
142
141
Q3
116
114
AVG
104
103
MEDIAN
102
100
Q1
90
88
5%
75
73
MIN
60
58
RANGE
121
124
IQR
26.0
26.0
STD
20.8
20.8
VAR
433
435
KURT.
0.959
1.06
SKEW
0.748
0.778
SUM
13.3M
1.0M
59
d1_mbp_noninvasive_min
VALUES:
127,929
(98%)
10,022
(98%)
MISSING:
2,228
(2%)
212
(2%)
DISTINCT:
128
(0%)
92
(1%)
MAX
112.0
113.0
95%
91.0
91.0
Q3
74.0
74.0
AVG
64.4
64.1
MEDIAN
64.0
63.0
Q1
54.0
54.0
5%
40.0
39.0
MIN
22.0
22.0
RANGE
90.0
91.0
IQR
20.0
20.0
STD
15.5
15.7
VAR
239
246
KURT.
0.387
0.475
SKEW
0.185
0.203
SUM
8.2M
642k
60
d1_resprate_max
VALUES:
129,474
(99%)
10,179
(99%)
MISSING:
683
(1%)
55
(1%)
DISTINCT:
79
(0%)
74
(1%)
MAX
92.0
86.8
95%
47.0
47.0
Q3
32.0
32.0
AVG
28.7
28.2
MEDIAN
26.0
26.0
Q1
22.0
22.0
5%
18.0
18.0
MIN
14.0
13.0
RANGE
78.0
73.8
IQR
10.0
10.0
STD
10.6
10.4
VAR
112
107
KURT.
9.81
8.30
SKEW
2.53
2.35
SUM
3.7M
287k
61
d1_resprate_min
VALUES:
129,474
(99%)
10,179
(99%)
MISSING:
683
(1%)
55
(1%)
DISTINCT:
55
(0%)
44
(0%)
MAX
100
63
95%
20
21
Q3
16
16
MEDIAN
13
13
AVG
13
13
Q1
10
10
5%
2
0
MIN
0
0
RANGE
100
63.0
IQR
6.00
6.00
STD
5.05
5.24
VAR
25.5
27.5
KURT.
3.42
3.08
SKEW
0.040
0.144
SUM
1.6M
129k
62
d1_spo2_max
VALUES:
129,625
(99%)
10,172
(99%)
MISSING:
532
(0%)
62
(1%)
DISTINCT:
47
(0%)
22
(0%)
MAX
100
100
95%
100
100
Q3
100
100
MEDIAN
100
100
AVG
99
99
Q1
99
99
5%
97
97
MIN
0
45
RANGE
100
55.0
IQR
1.00
1.00
STD
1.72
1.57
VAR
2.97
2.47
KURT.
834
195
SKEW
-18.2
-8.51
SUM
12.9M
1.0M
63
d1_spo2_min
VALUES:
129,625
(99%)
10,172
(99%)
MISSING:
532
(0%)
62
(1%)
DISTINCT:
101
(0%)
94
(1%)
MAX
100
100
95%
98
99
Q3
95
95
MEDIAN
93
93
AVG
90
91
Q1
89
90
5%
76
76
MIN
0
0
RANGE
100
100
IQR
6.00
5.00
STD
10.2
10.3
VAR
103
107
KURT.
29.5
29.7
SKEW
-4.61
-4.63
SUM
11.7M
921k
64
d1_sysbp_invasive_max
VALUES:
35,119
(27%)
2,912
(28%)
MISSING:
95,038
(73%)
7,322
(72%)
DISTINCT:
225
(0%)
194
(2%)
MAX
295
300
95%
205
205
Q3
169
169
AVG
153
153
MEDIAN
150
150
Q1
133
133
5%
109
110
MIN
71
1
RANGE
224
299
IQR
36.0
36.0
STD
31.5
32.6
VAR
991
1,060
KURT.
3.02
4.22
SKEW
1.01
0.976
SUM
5.4M
446k
65
d1_sysbp_invasive_min
VALUES:
35,119
(27%)
2,912
(28%)
MISSING:
95,038
(73%)
7,322
(72%)
DISTINCT:
163
(0%)
159
(2%)
MAX
172
167
95%
136
139
Q3
107
107
AVG
94
94
MEDIAN
92
92
Q1
80
80
5%
57
54
MIN
10
7
RANGE
162
160
IQR
27.0
27.0
STD
24.6
25.6
VAR
605
655
KURT.
1.41
1.25
SKEW
0.018
-0.090
SUM
3.3M
272k
66
d1_sysbp_max
VALUES:
129,886
(99%)
10,211
(99%)
MISSING:
271
(0%)
23
(0%)
DISTINCT:
143
(0%)
138
(1%)
MAX
232
228
95%
195
192
Q3
164
161
AVG
148
147
MEDIAN
146
145
Q1
130
129
5%
110
109
MIN
90
91
RANGE
142
137
IQR
34.0
32.0
STD
25.9
25.3
VAR
671
642
KURT.
0.245
0.241
SKEW
0.491
0.503
SUM
19.3M
1.5M
67
d1_sysbp_min
VALUES:
129,886
(99%)
10,211
(99%)
MISSING:
271
(0%)
23
(0%)
DISTINCT:
120
(0%)
121
(1%)
MAX
160
163
95%
133
134
Q3
109
110
AVG
97
97
MEDIAN
95
96
Q1
83
84
5%
64
64
MIN
41
42
RANGE
119
121
IQR
26.0
26.0
STD
20.7
20.7
VAR
427
428
KURT.
0.310
0.441
SKEW
0.214
0.259
SUM
12.6M
990k
68
d1_sysbp_noninvasive_max
VALUES:
128,534
(99%)
10,086
(99%)
MISSING:
1,623
(1%)
148
(1%)
DISTINCT:
143
(0%)
140
(1%)
MAX
232
228
95%
195
192
Q3
164
161
AVG
148
147
MEDIAN
146
145
Q1
130
128
5%
110
109
MIN
90
91
RANGE
142
137
IQR
34.0
33.0
STD
25.9
25.3
VAR
673
642
KURT.
0.241
0.261
SKEW
0.491
0.512
SUM
19.0M
1.5M
69
d1_sysbp_noninvasive_min
VALUES:
128,534
(99%)
10,086
(99%)
MISSING:
1,623
(1%)
148
(1%)
DISTINCT:
120
(0%)
120
(1%)
MAX
160
162
95%
133
133
Q3
109
110
AVG
97
97
MEDIAN
96
96
Q1
83
84
5%
64
64
MIN
41
42
RANGE
119
120
IQR
26.0
26.0
STD
20.7
20.6
VAR
428
426
KURT.
0.302
0.405
SKEW
0.213
0.239
SUM
12.4M
977k
70
d1_temp_max
VALUES:
125,663
(97%)
9,804
(96%)
MISSING:
4,494
(3%)
430
(4%)
DISTINCT:
261
(0%)
52
(1%)
MAX
39.90
39.87
95%
38.70
38.70
Q3
37.60
37.70
AVG
37.30
37.31
MEDIAN
37.20
37.20
Q1
36.90
36.90
5%
36.40
36.40
MIN
35.10
34.84
RANGE
4.80
5.03
IQR
0.700
0.800
STD
0.699
0.735
VAR
0.489
0.540
KURT.
1.88
1.91
SKEW
0.837
0.743
SUM
4.7M
366k
71
d1_temp_min
VALUES:
125,663
(97%)
9,804
(96%)
MISSING:
4,494
(3%)
430
(4%)
DISTINCT:
309
(0%)
65
(1%)
MAX
37.80
37.90
95%
37.10
37.10
Q3
36.70
36.70
MEDIAN
36.40
36.40
AVG
36.27
36.27
Q1
36.10
36.10
5%
35.00
35.00
MIN
31.89
31.50
RANGE
5.91
6.40
IQR
0.600
0.600
STD
0.768
0.813
VAR
0.590
0.662
KURT.
11.9
13.0
SKEW
-2.82
-2.95
SUM
4.6M
356k
72
h1_diasbp_invasive_max
VALUES:
25,328
(19%)
2,061
(20%)
MISSING:
104,829
(81%)
8,173
(80%)
DISTINCT:
103
(0%)
90
(1%)
MAX
135
142
95%
98
97
Q3
77
78
AVG
69
69
MEDIAN
67
67
Q1
58
58
5%
46
46
MIN
33
36
RANGE
102
106
IQR
19.0
20.0
STD
16.3
16.3
VAR
265
266
KURT.
1.55
2.10
SKEW
0.846
0.940
SUM
1.7M
142k
73
h1_diasbp_invasive_min
VALUES:
25,328
(19%)
2,061
(20%)
MISSING:
104,829
(81%)
8,173
(80%)
DISTINCT:
86
(0%)
76
(1%)
MAX
104.0
100.5
95%
82.0
82.0
Q3
65.0
65.0
AVG
56.7
57.2
MEDIAN
55.0
56.0
Q1
47.0
48.0
5%
36.0
36.0
MIN
19.0
25.5
RANGE
85.0
74.9
IQR
18.0
17.0
STD
14.2
13.7
VAR
203
188
KURT.
0.488
0.149
SKEW
0.445
0.449
SUM
1.4M
118k
74
h1_diasbp_max
VALUES:
124,630
(96%)
9,582
(94%)
MISSING:
5,527
(4%)
652
(6%)
DISTINCT:
107
(0%)
106
(1%)
MAX
143
142
95%
109
107
Q3
86
85
AVG
75
74
MEDIAN
74
72
Q1
62
61
5%
49
49
MIN
37
37
RANGE
106
105
IQR
24.0
24.0
STD
18.5
18.2
VAR
344
331
KURT.
0.785
0.824
SKEW
0.697
0.723
SUM
9.4M
713k
75
h1_diasbp_min
VALUES:
124,630
(96%)
9,582
(94%)
MISSING:
5,527
(4%)
652
(6%)
DISTINCT:
92
(0%)
91
(1%)
MAX
113.0
111.0
95%
91.0
91.0
Q3
73.0
73.0
AVG
62.5
62.3
MEDIAN
61.0
61.0
Q1
51.0
51.0
5%
37.0
38.0
MIN
22.0
21.0
RANGE
91.0
90.0
IQR
22.0
22.0
STD
16.3
16.1
VAR
266
259
KURT.
0.123
0.043
SKEW
0.299
0.270
SUM
7.8M
597k
76
h1_diasbp_noninvasive_max
VALUES:
118,818
(91%)
9,078
(89%)
MISSING:
11,339
(9%)
1,156
(11%)
DISTINCT:
108
(0%)
107
(1%)
MAX
144
143
95%
109
107
Q3
87
86
AVG
76
75
MEDIAN
74
73
Q1
63
62
5%
49
49
MIN
37
37
RANGE
107
106
IQR
24.0
24.0
STD
18.6
18.3
VAR
348
336
KURT.
0.788
0.814
SKEW
0.689
0.711
SUM
9.0M
679k
77
h1_diasbp_noninvasive_min
VALUES:
118,818
(91%)
9,078
(89%)
MISSING:
11,339
(9%)
1,156
(11%)
DISTINCT:
93
(0%)
93
(1%)
MAX
114.0
112.4
95%
91.0
91.0
Q3
73.0
73.0
AVG
62.9
62.8
MEDIAN
62.0
62.0
Q1
52.0
52.0
5%
37.0
38.0
MIN
22.0
21.0
RANGE
92.0
91.4
IQR
21.0
21.0
STD
16.4
16.2
VAR
269
263
KURT.
0.135
0.078
SKEW
0.280
0.271
SUM
7.5M
570k
78
h1_heartrate_max
VALUES:
126,083
(97%)
9,683
(95%)
MISSING:
4,074
(3%)
551
(5%)
DISTINCT:
119
(0%)
119
(1%)
MAX
164
165
95%
132
132
Q3
106
105
AVG
92
92
MEDIAN
90
90
Q1
77
76
5%
61
61
MIN
46
46
RANGE
118
119
IQR
29.0
29.0
STD
21.8
21.8
VAR
475
473
KURT.
0.254
0.296
SKEW
0.561
0.597
SUM
11.7M
890k
79
h1_heartrate_min
VALUES:
126,083
(97%)
9,683
(95%)
MISSING:
4,074
(3%)
551
(5%)
DISTINCT:
109
(0%)
109
(1%)
MAX
144
145
95%
120
121
Q3
97
96
AVG
84
84
MEDIAN
82
82
Q1
69
69
5%
54
54
MIN
36
38
RANGE
108
107
IQR
28.0
27.0
STD
20.2
20.3
VAR
409
411
KURT.
-0.030
0.046
SKEW
0.396
0.450
SUM
10.6M
812k
80
h1_mbp_invasive_max
VALUES:
25,391
(20%)
2,048
(20%)
MISSING:
104,766
(80%)
8,186
(80%)
DISTINCT:
255
(0%)
141
(1%)
MAX
293
284
95%
132
130
Q3
104
104
AVG
95
94
MEDIAN
90
90
Q1
78
78
5%
64
64
MIN
36
18
RANGE
258
266
IQR
26.0
26.0
STD
30.5
28.9
VAR
928
836
KURT.
17.0
15.8
SKEW
3.32
3.00
SUM
2.4M
193k
81
h1_mbp_invasive_min
VALUES:
25,391
(20%)
2,048
(20%)
MISSING:
104,766
(80%)
8,186
(80%)
DISTINCT:
133
(0%)
103
(1%)
MAX
140
129
95%
108
106
Q3
88
88
AVG
76
76
MEDIAN
74
75
Q1
64
63
5%
49
50
MIN
8
3
RANGE
132
126
IQR
24.0
25.0
STD
19.1
18.4
VAR
365
339
KURT.
1.23
1.32
SKEW
0.099
-0.132
SUM
1.9M
155k
82
h1_mbp_max
VALUES:
123,627
(95%)
9,437
(92%)
MISSING:
6,530
(5%)
797
(8%)
DISTINCT:
155
(0%)
119
(1%)
MAX
165
167
95%
128
126
Q3
103
102
AVG
91
90
MEDIAN
89
88
Q1
77
76
5%
62
62
MIN
49
49
RANGE
116
118
IQR
26.0
26.0
STD
20.4
20.1
VAR
416
406
KURT.
0.719
1.03
SKEW
0.683
0.773
SUM
11.3M
852k
83
h1_mbp_min
VALUES:
123,627
(95%)
9,437
(92%)
MISSING:
6,530
(5%)
797
(8%)
DISTINCT:
137
(0%)
108
(1%)
MAX
138
138
95%
112
111
Q3
91
90
AVG
79
78
MEDIAN
78
77
Q1
66
66
5%
50
50
MIN
32
31
RANGE
106
107
IQR
25.0
24.0
STD
18.8
18.7
VAR
355
350
KURT.
0.155
0.208
SKEW
0.316
0.331
SUM
9.7M
740k
84
h1_mbp_noninvasive_max
VALUES:
116,860
(90%)
8,845
(86%)
MISSING:
13,297
(10%)
1,389
(14%)
DISTINCT:
153
(0%)
116
(1%)
MAX
163
164
95%
128
126
Q3
103
102
AVG
91
90
MEDIAN
89
88
Q1
77
76
5%
62
61
MIN
49
49
RANGE
114
115
IQR
26.0
26.0
STD
20.4
20.1
VAR
417
404
KURT.
0.554
0.782
SKEW
0.638
0.706
SUM
10.7M
797k
85
h1_mbp_noninvasive_min
VALUES:
116,860
(90%)
8,845
(86%)
MISSING:
13,297
(10%)
1,389
(14%)
DISTINCT:
137
(0%)
107
(1%)
MAX
138
137
95%
112
111
Q3
91
90
AVG
79
79
MEDIAN
78
78
Q1
66
66
5%
50
49
MIN
32
31
RANGE
106
106
IQR
25.0
24.0
STD
19.0
18.8
VAR
360
354
KURT.
0.138
0.151
SKEW
0.299
0.284
SUM
9.2M
695k
86
h1_resprate_max
VALUES:
123,703
(95%)
9,510
(93%)
MISSING:
6,454
(5%)
724
(7%)
DISTINCT:
50
(0%)
51
(0%)
MAX
59.0
58.2
95%
37.0
36.0
Q3
26.0
25.0
AVG
22.5
22.2
MEDIAN
21.0
21.0
Q1
18.0
17.0
5%
14.0
13.0
MIN
10.0
9.0
RANGE
49.0
49.2
IQR
8.00
8.00
STD
7.44
7.55
VAR
55.4
57.0
KURT.
3.93
4.08
SKEW
1.55
1.59
SUM
2.8M
211k
87
h1_resprate_min
VALUES:
123,703
(95%)
9,510
(93%)
MISSING:
6,454
(5%)
724
(7%)
DISTINCT:
94
(0%)
60
(1%)
MAX
189
96
95%
28
28
Q3
20
20
AVG
17
17
MEDIAN
16
16
Q1
13
13
5%
10
10
MIN
0
0
RANGE
189
96.0
IQR
7.00
7.00
STD
5.93
6.11
VAR
35.2
37.3
KURT.
17.7
14.5
SKEW
1.70
1.79
SUM
2.1M
161k
88
h1_spo2_max
VALUES:
123,915
(95%)
9,508
(93%)
MISSING:
6,242
(5%)
726
(7%)
DISTINCT:
79
(0%)
37
(0%)
MAX
100
100
95%
100
100
Q3
100
100
MEDIAN
99
99
AVG
98
98
Q1
97
97
5%
94
94
MIN
0
0
RANGE
100
100
IQR
3.00
3.00
STD
3.11
3.32
VAR
9.70
11.0
KURT.
230
212
SKEW
-10.0
-10.1
SUM
12.2M
933k
89
h1_spo2_min
VALUES:
123,915
(95%)
9,508
(93%)
MISSING:
6,242
(5%)
726
(7%)
DISTINCT:
101
(0%)
71
(1%)
MAX
100
100
95%
100
100
Q3
99
99
MEDIAN
96
97
AVG
95
95
Q1
94
94
5%
87
87
MIN
0
0
RANGE
100
100
IQR
5.00
5.00
STD
6.47
6.68
VAR
41.8
44.6
KURT.
70.1
71.0
SKEW
-6.51
-6.61
SUM
11.8M
907k
90
h1_sysbp_invasive_max
VALUES:
25,350
(19%)
2,064
(20%)
MISSING:
104,807
(81%)
8,170
(80%)
DISTINCT:
182
(0%)
152
(1%)
MAX
246
239
95%
189
188
Q3
155
154
AVG
138
138
MEDIAN
136
135
Q1
119
120
5%
96
96
MIN
65
74
RANGE
181
165
IQR
36.0
34.0
STD
28.9
28.1
VAR
837
788
KURT.
0.883
0.881
SKEW
0.561
0.611
SUM
3.5M
285k
91
h1_sysbp_invasive_min
VALUES:
25,350
(19%)
2,064
(20%)
MISSING:
104,807
(81%)
8,170
(80%)
DISTINCT:
168
(0%)
135
(1%)
MAX
198
194
95%
164
161
Q3
133
132
AVG
115
115
MEDIAN
112
114
Q1
95
96
5%
75
76
MIN
31
50
RANGE
167
144
IQR
38.0
36.0
STD
27.8
26.1
VAR
771
681
KURT.
0.240
-0.009
SKEW
0.258
0.344
SUM
2.9M
238k
92
h1_sysbp_max
VALUES:
124,638
(96%)
9,583
(94%)
MISSING:
5,519
(4%)
651
(6%)
DISTINCT:
149
(0%)
143
(1%)
MAX
223
220
95%
183
181
Q3
150
149
AVG
133
132
MEDIAN
131
130
Q1
113
113
5%
93
93
MIN
75
77
RANGE
148
143
IQR
37.0
36.0
STD
27.5
26.8
VAR
754
718
KURT.
0.243
0.248
SKEW
0.546
0.549
SUM
16.6M
1.3M
93
h1_sysbp_min
VALUES:
124,638
(96%)
9,583
(94%)
MISSING:
5,519
(4%)
651
(6%)
DISTINCT:
142
(0%)
147
(1%)
MAX
194
198
95%
162
160
Q3
133
133
AVG
116
116
MEDIAN
114
114
Q1
97
98
5%
75
75
MIN
53
52
RANGE
141
146
IQR
36.0
35.0
STD
26.3
26.1
VAR
693
683
KURT.
-0.040
0.170
SKEW
0.289
0.311
SUM
14.5M
1.1M
94
h1_sysbp_noninvasive_max
VALUES:
118,827
(91%)
9,079
(89%)
MISSING:
11,330
(9%)
1,155
(11%)
DISTINCT:
149
(0%)
143
(1%)
MAX
223
219
95%
183
181
Q3
150
148
AVG
133
132
MEDIAN
130
129
Q1
113
112
5%
93
92
MIN
75
76
RANGE
148
143
IQR
37.0
36.0
STD
27.6
26.9
VAR
760
724
KURT.
0.229
0.202
SKEW
0.549
0.538
SUM
15.8M
1.2M
95
h1_sysbp_noninvasive_min
VALUES:
118,827
(91%)
9,079
(89%)
MISSING:
11,330
(9%)
1,155
(11%)
DISTINCT:
143
(0%)
147
(1%)
MAX
195
198
95%
162
161
Q3
133
133
AVG
116
116
MEDIAN
115
114
Q1
98
98
5%
75
75
MIN
53
52
RANGE
142
146
IQR
35.0
35.0
STD
26.4
26.3
VAR
698
691
KURT.
-0.034
0.161
SKEW
0.281
0.300
SUM
13.8M
1.1M
96
h1_temp_max
VALUES:
100,454
(77%)
7,580
(74%)
MISSING:
29,703
(23%)
2,654
(26%)
DISTINCT:
383
(0%)
65
(1%)
MAX
39.50
39.60
95%
38.00
38.00
Q3
37.10
37.10
AVG
36.72
36.71
MEDIAN
36.70
36.70
Q1
36.40
36.40
5%
35.60
35.50
MIN
33.40
33.20
RANGE
6.10
6.40
IQR
0.700
0.700
STD
0.774
0.822
VAR
0.599
0.675
KURT.
3.96
4.11
SKEW
-0.332
-0.363
SUM
3.7M
278k
97
h1_temp_min
VALUES:
100,454
(77%)
7,580
(74%)
MISSING:
29,703
(23%)
2,654
(26%)
DISTINCT:
392
(0%)
70
(1%)
MAX
39.30
39.40
95%
37.80
37.90
Q3
37.00
37.00
MEDIAN
36.70
36.65
AVG
36.61
36.61
Q1
36.30
36.30
5%
35.30
35.30
MIN
32.90
32.59
RANGE
6.40
6.80
IQR
0.700
0.700
STD
0.797
0.850
VAR
0.635
0.723
KURT.
4.83
5.25
SKEW
-0.867
-0.920
SUM
3.7M
277k
98
d1_albumin_max
VALUES:
58,751
(45%)
4,694
(46%)
MISSING:
71,406
(55%)
5,540
(54%)
DISTINCT:
40
(0%)
36
(0%)
MAX
4.60
4.60
95%
4.00
4.00
Q3
3.40
3.40
MEDIAN
3.00
3.00
AVG
2.95
2.95
Q1
2.50
2.50
5%
1.80
1.70
MIN
1.20
1.10
RANGE
3.40
3.49
IQR
0.900
0.900
STD
0.676
0.696
VAR
0.456
0.484
KURT.
-0.346
-0.334
SKEW
-0.181
-0.218
SUM
173k
13,825
99
d1_albumin_min
VALUES:
58,751
(45%)
4,694
(46%)
MISSING:
71,406
(55%)
5,540
(54%)
DISTINCT:
38
(0%)
35
(0%)
MAX
4.50
4.50
95%
4.00
3.90
Q3
3.40
3.40
MEDIAN
2.90
2.90
AVG
2.88
2.87
Q1
2.40
2.40
5%
1.70
1.70
MIN
1.10
1.10
RANGE
3.40
3.40
IQR
1.00
1.00
STD
0.680
0.696
VAR
0.462
0.484
KURT.
-0.351
-0.409
SKEW
-0.192
-0.214
SUM
169k
13,489
100
d1_bilirubin_max
VALUES:
53,422
(41%)
4,374
(43%)
MISSING:
76,735
(59%)
5,860
(57%)
DISTINCT:
593
(0%)
177
(2%)
MAX
60.2
53.8
95%
3.4
3.5
Q3
1.1
1.1
AVG
1.2
1.2
MEDIAN
0.7
0.7
Q1
0.4
0.4
5%
0.2
0.2
MIN
0.2
0.2
RANGE
60.0
53.6
IQR
0.700
0.700
STD
2.32
2.22
VAR
5.38
4.94
KURT.
104
143
SKEW
8.65
9.66
SUM
63,646
5,090
101
d1_bilirubin_min
VALUES:
53,422
(41%)
4,374
(43%)
MISSING:
76,735
(59%)
5,860
(57%)
DISTINCT:
559
(0%)
173
(2%)
MAX
58.0
53.8
95%
3.1
3.2
Q3
1.0
1.0
AVG
1.1
1.1
MEDIAN
0.6
0.6
Q1
0.4
0.4
5%
0.2
0.2
MIN
0.2
0.2
RANGE
57.8
53.6
IQR
0.600
0.600
STD
2.20
2.15
VAR
4.85
4.60
KURT.
110
159
SKEW
8.91
10.2
SUM
59,694
4,794
102
d1_bun_max
VALUES:
116,423
(89%)
9,126
(89%)
MISSING:
13,734
(11%)
1,108
(11%)
DISTINCT:
494
(0%)
186
(2%)
MAX
126
130
95%
69
67
Q3
31
30
AVG
26
25
MEDIAN
19
18
Q1
13
12
5%
7
7
MIN
4
4
RANGE
122
126
IQR
18.0
18.0
STD
20.5
20.3
VAR
420
413
KURT.
5.49
6.47
SKEW
2.15
2.30
SUM
3.0M
228k
103
d1_bun_min
VALUES:
116,423
(89%)
9,126
(89%)
MISSING:
13,734
(11%)
1,108
(11%)
DISTINCT:
471
(0%)
176
(2%)
MAX
113
115
95%
63
62
Q3
29
28
AVG
24
23
MEDIAN
17
17
Q1
12
11
5%
6
6
MIN
3
3
RANGE
110
112
IQR
17.0
17.0
STD
18.7
18.6
VAR
350
346
KURT.
5.20
5.88
SKEW
2.10
2.22
SUM
2.7M
210k
104
d1_calcium_max
VALUES:
113,465
(87%)
8,832
(86%)
MISSING:
16,692
(13%)
1,402
(14%)
DISTINCT:
47
(0%)
49
(0%)
MAX
10.80
10.90
95%
9.50
9.50
Q3
8.80
8.80
MEDIAN
8.40
8.30
AVG
8.38
8.30
Q1
7.90
7.80
5%
7.10
7.00
MIN
6.20
6.10
RANGE
4.60
4.80
IQR
0.900
1.00
STD
0.740
0.755
VAR
0.548
0.570
KURT.
0.576
0.638
SKEW
-0.028
0.025
SUM
951k
73,290
105
d1_calcium_min
VALUES:
113,465
(87%)
8,832
(86%)
MISSING:
16,692
(13%)
1,402
(14%)
DISTINCT:
49
(0%)
48
(0%)
MAX
10.30
10.20
95%
9.30
9.30
Q3
8.70
8.60
MEDIAN
8.20
8.10
AVG
8.16
8.07
Q1
7.70
7.60
5%
6.80
6.70
MIN
5.50
5.50
RANGE
4.80
4.70
IQR
1.000
1.00
STD
0.793
0.802
VAR
0.629
0.643
KURT.
0.654
0.518
SKEW
-0.448
-0.416
SUM
926k
71,314
106
d1_creatinine_max
VALUES:
116,884
(90%)
9,143
(89%)
MISSING:
13,273
(10%)
1,091
(11%)
DISTINCT:
1,247
(1%)
586
(6%)
MAX
11.1
10.0
95%
4.4
3.9
Q3
1.5
1.5
AVG
1.5
1.4
MEDIAN
1.0
1.0
Q1
0.8
0.7
5%
0.5
0.5
MIN
0.3
0.3
RANGE
10.8
9.65
IQR
0.760
0.720
STD
1.53
1.36
VAR
2.33
1.85
KURT.
15.2
15.3
SKEW
3.58
3.56
SUM
175k
12,924
107
d1_creatinine_min
VALUES:
116,884
(90%)
9,143
(89%)
MISSING:
13,273
(10%)
1,091
(11%)
DISTINCT:
1,147
(1%)
532
(5%)
MAX
9.94
9.06
95%
3.90
3.48
Q3
1.40
1.33
AVG
1.36
1.29
MEDIAN
0.94
0.91
Q1
0.71
0.70
5%
0.50
0.50
MIN
0.30
0.31
RANGE
9.64
8.75
IQR
0.690
0.630
STD
1.34
1.20
VAR
1.80
1.45
KURT.
15.6
16.1
SKEW
3.61
3.64
SUM
159k
11,827
108
d1_glucose_max
VALUES:
121,914
(94%)
9,553
(93%)
MISSING:
8,243
(6%)
681
(7%)
DISTINCT:
538
(0%)
435
(4%)
MAX
611
569
95%
349
344
Q3
200
202
AVG
174
174
MEDIAN
150
151
Q1
117
118
5%
90
91
MIN
73
73
RANGE
538
496
IQR
83.0
84.0
STD
86.5
83.3
VAR
7,490
6,945
KURT.
5.59
4.41
SKEW
2.08
1.88
SUM
21.2M
1.7M
109
d1_glucose_min
VALUES:
121,914
(94%)
9,553
(93%)
MISSING:
8,243
(6%)
681
(7%)
DISTINCT:
256
(0%)
252
(2%)
MAX
288
292
95%
186
188
Q3
131
131
AVG
114
115
MEDIAN
108
108
Q1
91
92
5%
66
68
MIN
33
32
RANGE
255
260
IQR
40.0
39.0
STD
38.2
38.1
VAR
1,461
1,454
KURT.
3.43
3.72
SKEW
1.38
1.44
SUM
14.0M
1.1M
110
d1_hco3_max
VALUES:
110,110
(85%)
8,640
(84%)
MISSING:
20,047
(15%)
1,594
(16%)
DISTINCT:
242
(0%)
163
(2%)
MAX
40.0
40.0
95%
32.0
32.0
Q3
27.0
27.0
AVG
24.5
24.6
MEDIAN
24.0
25.0
Q1
22.0
22.0
5%
17.0
17.0
MIN
12.0
12.0
RANGE
28.0
28.0
IQR
5.00
5.00
STD
4.36
4.37
VAR
19.1
19.1
KURT.
1.16
1.01
SKEW
0.253
0.165
SUM
2.7M
212k
111
d1_hco3_min
VALUES:
110,110
(85%)
8,640
(84%)
MISSING:
20,047
(15%)
1,594
(16%)
DISTINCT:
273
(0%)
171
(2%)
MAX
39.0
39.0
95%
31.0
31.0
Q3
26.0
26.0
AVG
23.2
23.3
MEDIAN
23.0
24.0
Q1
21.0
21.0
5%
14.0
15.0
MIN
7.0
7.0
RANGE
32.0
32.0
IQR
5.00
5.00
STD
5.00
4.99
VAR
25.0
24.9
KURT.
1.24
1.24
SKEW
-0.264
-0.327
SUM
2.6M
202k
112
d1_hemaglobin_max
VALUES:
113,925
(88%)
8,985
(88%)
MISSING:
16,232
(12%)
1,249
(12%)
DISTINCT:
105
(0%)
101
(1%)
MAX
17.2
17.0
95%
15.1
15.0
Q3
13.0
13.0
AVG
11.5
11.5
MEDIAN
11.4
11.5
Q1
9.9
10.0
5%
8.1
8.2
MIN
6.8
7.0
RANGE
10.4
10.0
IQR
3.10
3.00
STD
2.15
2.09
VAR
4.62
4.36
KURT.
-0.488
-0.513
SKEW
0.153
0.159
SUM
1.3M
103k
113
d1_hemaglobin_min
VALUES:
113,925
(88%)
8,985
(88%)
MISSING:
16,232
(12%)
1,249
(12%)
DISTINCT:
115
(0%)
113
(1%)
MAX
16.7
16.6
95%
14.7
14.7
Q3
12.6
12.6
AVG
10.9
10.9
MEDIAN
10.9
10.9
Q1
9.2
9.2
5%
7.1
7.2
MIN
5.3
5.4
RANGE
11.4
11.2
IQR
3.40
3.40
STD
2.34
2.30
VAR
5.47
5.28
KURT.
-0.529
-0.545
SKEW
-0.008
0.002
SUM
1.2M
98,080
114
d1_hematocrit_max
VALUES:
114,569
(88%)
9,005
(88%)
MISSING:
15,588
(12%)
1,229
(12%)
DISTINCT:
312
(0%)
297
(3%)
MAX
51.5
50.5
95%
44.8
44.7
Q3
39.0
38.9
AVG
34.6
34.6
MEDIAN
34.5
34.5
Q1
30.0
30.2
5%
24.6
25.1
MIN
20.4
20.9
RANGE
31.1
29.6
IQR
9.00
8.70
STD
6.19
5.98
VAR
38.4
35.8
KURT.
-0.398
-0.434
SKEW
0.119
0.124
SUM
4.0M
312k
115
d1_hematocrit_min
VALUES:
114,569
(88%)
9,005
(88%)
MISSING:
15,588
(12%)
1,229
(12%)
DISTINCT:
340
(0%)
332
(3%)
MAX
50.0
49.6
95%
43.8
43.4
Q3
37.9
37.7
MEDIAN
33.2
33.0
AVG
32.9
32.8
Q1
28.0
28.0
5%
21.5
21.8
MIN
16.1
15.8
RANGE
33.9
33.8
IQR
9.90
9.70
STD
6.81
6.68
VAR
46.3
44.6
KURT.
-0.458
-0.454
SKEW
-0.071
-0.072
SUM
3.8M
296k
116
d1_inr_max
VALUES:
48,944
(38%)
4,198
(41%)
MISSING:
81,213
(62%)
6,036
(59%)
DISTINCT:
517
(0%)
275
(3%)
MAX
7.76
8.10
95%
3.30
3.50
Q3
1.60
1.60
AVG
1.58
1.59
MEDIAN
1.30
1.30
Q1
1.10
1.10
5%
1.00
1.00
MIN
0.90
0.90
RANGE
6.86
7.20
IQR
0.500
0.500
STD
0.946
0.993
VAR
0.896
0.986
KURT.
16.1
15.6
SKEW
3.63
3.59
SUM
77,223
6,681
117
d1_inr_min
VALUES:
48,944
(38%)
4,198
(41%)
MISSING:
81,213
(62%)
6,036
(59%)
DISTINCT:
415
(0%)
234
(2%)
MAX
6.13
6.00
95%
2.90
2.90
Q3
1.50
1.50
AVG
1.46
1.45
MEDIAN
1.20
1.20
Q1
1.10
1.10
5%
1.00
1.00
MIN
0.90
0.90
RANGE
5.23
5.10
IQR
0.400
0.400
STD
0.738
0.729
VAR
0.544
0.531
KURT.
14.7
13.8
SKEW
3.47
3.38
SUM
71,628
6,106
118
d1_lactate_max
VALUES:
34,654
(27%)
2,445
(24%)
MISSING:
95,503
(73%)
7,789
(76%)
DISTINCT:
783
(1%)
207
(2%)
MAX
19.8
20.8
95%
9.3
9.2
Q3
3.3
3.4
AVG
2.9
3.0
MEDIAN
1.9
1.9
Q1
1.2
1.2
5%
0.7
0.7
MIN
0.4
0.5
RANGE
19.4
20.3
IQR
2.10
2.20
STD
3.06
3.11
VAR
9.35
9.66
KURT.
9.72
10.9
SKEW
2.88
2.99
SUM
101k
7,216
119
d1_lactate_min
VALUES:
34,654
(27%)
2,445
(24%)
MISSING:
95,503
(73%)
7,789
(76%)
DISTINCT:
546
(0%)
176
(2%)
MAX
15.1
16.4
95%
5.7
6.0
Q3
2.3
2.3
AVG
2.1
2.1
MEDIAN
1.5
1.5
Q1
1.0
1.0
5%
0.6
0.6
MIN
0.4
0.4
RANGE
14.7
16.0
IQR
1.30
1.30
STD
2.06
2.21
VAR
4.26
4.88
KURT.
15.8
16.3
SKEW
3.60
3.64
SUM
72,016
5,201
120
d1_platelets_max
VALUES:
111,600
(86%)
8,837
(86%)
MISSING:
18,557
(14%)
1,397
(14%)
DISTINCT:
559
(0%)
491
(5%)
MAX
585
564
95%
368
363
Q3
250
247
AVG
206
203
MEDIAN
194
193
Q1
147
144
5%
81
79
MIN
27
27
RANGE
558
537
IQR
103
103
STD
89.5
88.0
VAR
8,019
7,751
KURT.
2.19
1.90
SKEW
1.06
0.984
SUM
23.0M
1.8M
121
d1_platelets_min
VALUES:
111,600
(86%)
8,837
(86%)
MISSING:
18,557
(14%)
1,397
(14%)
DISTINCT:
541
(0%)
477
(5%)
MAX
557
544
95%
353
346
Q3
240
236
AVG
195
191
MEDIAN
185
182
Q1
136
132
5%
70
65
MIN
19
18
RANGE
539
526
IQR
104
104
STD
88.1
86.9
VAR
7,765
7,549
KURT.
1.84
1.68
SKEW
0.950
0.903
SUM
21.8M
1.7M
122
d1_potassium_max
VALUES:
117,611
(90%)
9,264
(91%)
MISSING:
12,546
(10%)
970
(9%)
DISTINCT:
104
(0%)
42
(0%)
MAX
7.00
6.85
95%
5.50
5.50
Q3
4.60
4.50
AVG
4.25
4.24
MEDIAN
4.20
4.10
Q1
3.80
3.80
5%
3.40
3.30
MIN
2.80
2.90
RANGE
4.20
3.95
IQR
0.800
0.700
STD
0.667
0.648
VAR
0.445
0.420
KURT.
2.11
2.02
SKEW
1.07
1.05
SUM
500k
39,275
123
d1_potassium_min
VALUES:
117,611
(90%)
9,264
(91%)
MISSING:
12,546
(10%)
970
(9%)
DISTINCT:
118
(0%)
35
(0%)
MAX
5.80
5.70
95%
4.90
4.90
Q3
4.30
4.20
AVG
3.93
3.91
MEDIAN
3.90
3.90
Q1
3.60
3.50
5%
3.00
3.00
MIN
2.40
2.40
RANGE
3.40
3.30
IQR
0.700
0.700
STD
0.579
0.568
VAR
0.336
0.323
KURT.
0.468
0.414
SKEW
0.277
0.199
SUM
462k
36,180
124
d1_sodium_max
VALUES:
116,887
(90%)
9,168
(90%)
MISSING:
13,270
(10%)
1,066
(10%)
DISTINCT:
71
(0%)
37
(0%)
MAX
158.0
158.0
95%
147.0
147.0
Q3
142.0
142.0
AVG
139.1
139.2
MEDIAN
139.0
139.0
Q1
137.0
137.0
5%
131.0
131.0
MIN
123.0
123.0
RANGE
35.0
35.0
IQR
5.00
5.00
STD
4.83
4.86
VAR
23.3
23.7
KURT.
1.94
1.84
SKEW
0.075
0.079
SUM
16.3M
1.3M
125
d1_sodium_min
VALUES:
116,887
(90%)
9,168
(90%)
MISSING:
13,270
(10%)
1,066
(10%)
DISTINCT:
138
(0%)
38
(0%)
MAX
153.0
153.0
95%
145.0
145.0
Q3
141.0
141.0
MEDIAN
138.0
138.0
AVG
137.7
137.7
Q1
135.0
135.0
5%
129.0
129.0
MIN
117.0
117.0
RANGE
36.0
36.0
IQR
6.00
6.00
STD
4.93
4.89
VAR
24.3
23.9
KURT.
2.58
2.59
SKEW
-0.736
-0.721
SUM
16.1M
1.3M
126
d1_wbc_max
VALUES:
112,728
(87%)
8,812
(86%)
MISSING:
17,429
(13%)
1,422
(14%)
DISTINCT:
3,141
(2%)
1,275
(12%)
MAX
46.1
46.0
95%
25.2
24.5
Q3
15.3
15.2
AVG
12.5
12.4
MEDIAN
11.1
11.1
Q1
8.0
8.1
5%
4.8
4.7
MIN
1.2
0.8
RANGE
44.9
45.2
IQR
7.30
7.07
STD
6.78
6.61
VAR
46.0
43.7
KURT.
4.53
5.03
SKEW
1.71
1.73
SUM
1.4M
109k
127
d1_wbc_min
VALUES:
112,728
(87%)
8,812
(86%)
MISSING:
17,429
(13%)
1,422
(14%)
DISTINCT:
2,810
(2%)
1,178
(12%)
MAX
40.9
41.6
95%
22.3
21.6
Q3
13.7
13.5
AVG
11.3
11.1
MEDIAN
10.1
10.0
Q1
7.4
7.4
5%
4.3
4.3
MIN
0.9
0.6
RANGE
40.0
41.0
IQR
6.30
6.10
STD
5.92
5.82
VAR
35.1
33.8
KURT.
4.75
5.56
SKEW
1.70
1.78
SUM
1.3M
97,828
128
h1_albumin_max
VALUES:
11,152
(9%)
869
(8%)
MISSING:
119,005
(91%)
9,365
(92%)
DISTINCT:
38
(0%)
37
(0%)
MAX
4.70
4.70
95%
4.20
4.20
Q3
3.50
3.60
MEDIAN
3.10
3.10
AVG
3.01
3.02
Q1
2.50
2.50
5%
1.70
1.70
MIN
1.10
1.10
RANGE
3.60
3.60
IQR
1.00
1.10
STD
0.738
0.752
VAR
0.545
0.566
KURT.
-0.359
-0.421
SKEW
-0.241
-0.218
SUM
33,551
2,623
129
h1_albumin_min
VALUES:
11,152
(9%)
869
(8%)
MISSING:
119,005
(91%)
9,365
(92%)
DISTINCT:
37
(0%)
38
(0%)
MAX
4.70
4.70
95%
4.20
4.20
Q3
3.50
3.60
MEDIAN
3.10
3.10
AVG
3.01
3.02
Q1
2.50
2.50
5%
1.70
1.70
MIN
1.10
1.05
RANGE
3.60
3.65
IQR
1.00
1.10
STD
0.738
0.754
VAR
0.545
0.568
KURT.
-0.359
-0.394
SKEW
-0.241
-0.228
SUM
33,537
2,621
130
h1_bilirubin_max
VALUES:
10,296
(8%)
827
(8%)
MISSING:
119,861
(92%)
9,407
(92%)
DISTINCT:
314
(0%)
72
(1%)
MAX
58.0
39.7
95%
3.3
3.2
Q3
1.1
1.1
AVG
1.2
1.2
MEDIAN
0.7
0.6
Q1
0.4
0.4
5%
0.2
0.2
MIN
0.2
0.2
RANGE
57.8
39.5
IQR
0.700
0.700
STD
2.38
2.46
VAR
5.64
6.04
KURT.
110
121
SKEW
8.84
9.71
SUM
12,231
961
131
h1_bilirubin_min
VALUES:
10,296
(8%)
827
(8%)
MISSING:
119,861
(92%)
9,407
(92%)
DISTINCT:
314
(0%)
72
(1%)
MAX
58.0
39.7
95%
3.3
3.2
Q3
1.1
1.1
AVG
1.2
1.2
MEDIAN
0.7
0.6
Q1
0.4
0.4
5%
0.2
0.2
MIN
0.2
0.2
RANGE
57.8
39.5
IQR
0.700
0.700
STD
2.38
2.46
VAR
5.64
6.04
KURT.
110
121
SKEW
8.84
9.71
SUM
12,223
961
132
h1_bun_max
VALUES:
25,167
(19%)
2,004
(20%)
MISSING:
104,990
(81%)
8,230
(80%)
DISTINCT:
259
(0%)
130
(1%)
MAX
135
148
95%
71
72
Q3
30
29
AVG
26
25
MEDIAN
18
18
Q1
13
12
5%
7
7
MIN
4
4
RANGE
131
144
IQR
17.0
17.0
STD
21.4
22.6
VAR
457
511
KURT.
6.50
8.80
SKEW
2.34
2.68
SUM
645k
50,836
133
h1_bun_min
VALUES:
25,167
(19%)
2,004
(20%)
MISSING:
104,990
(81%)
8,230
(80%)
DISTINCT:
259
(0%)
130
(1%)
MAX
135
148
95%
71
72
Q3
30
29
AVG
26
25
MEDIAN
18
18
Q1
13
12
5%
7
7
MIN
4
4
RANGE
131
144
IQR
17.0
17.0
STD
21.4
22.6
VAR
456
511
KURT.
6.52
8.83
SKEW
2.34
2.68
SUM
644k
50,779
134
h1_calcium_max
VALUES:
24,236
(19%)
1,928
(19%)
MISSING:
105,921
(81%)
8,306
(81%)
DISTINCT:
59
(0%)
58
(1%)
MAX
11.40
11.32
95%
9.70
9.60
Q3
8.80
8.80
MEDIAN
8.30
8.20
AVG
8.27
8.19
Q1
7.70
7.60
5%
6.80
6.70
MIN
5.60
5.50
RANGE
5.80
5.82
IQR
1.10
1.20
STD
0.893
0.903
VAR
0.797
0.816
KURT.
0.825
0.774
SKEW
0.022
0.106
SUM
201k
15,797
135
h1_calcium_min
VALUES:
24,236
(19%)
1,928
(19%)
MISSING:
105,921
(81%)
8,306
(81%)
DISTINCT:
62
(0%)
57
(1%)
MAX
11.31
11.32
95%
9.70
9.60
Q3
8.80
8.80
MEDIAN
8.30
8.20
AVG
8.27
8.19
Q1
7.70
7.60
5%
6.80
6.70
MIN
5.30
5.50
RANGE
6.01
5.82
IQR
1.10
1.20
STD
0.905
0.901
VAR
0.820
0.812
KURT.
0.971
0.791
SKEW
-0.058
0.091
SUM
200k
15,783
136
h1_creatinine_max
VALUES:
25,373
(19%)
2,014
(20%)
MISSING:
104,784
(81%)
8,220
(80%)
DISTINCT:
879
(1%)
349
(3%)
MAX
11.6
11.5
95%
4.5
4.5
Q3
1.5
1.5
AVG
1.5
1.5
MEDIAN
1.0
1.0
Q1
0.8
0.7
5%
0.5
0.5
MIN
0.3
0.4
RANGE
11.3
11.1
IQR
0.760
0.760
STD
1.57
1.56
VAR
2.47
2.45
KURT.
15.9
16.2
SKEW
3.65
3.69
SUM
38,734
3,004
137
h1_creatinine_min
VALUES:
25,373
(19%)
2,014
(20%)
MISSING:
104,784
(81%)
8,220
(80%)
DISTINCT:
876
(1%)
348
(3%)
MAX
11.6
11.5
95%
4.5
4.5
Q3
1.5
1.5
AVG
1.5
1.5
MEDIAN
1.0
1.0
Q1
0.8
0.7
5%
0.5
0.5
MIN
0.3
0.4
RANGE
11.2
11.1
IQR
0.750
0.760
STD
1.57
1.56
VAR
2.47
2.45
KURT.
15.9
16.2
SKEW
3.65
3.69
SUM
38,677
3,000
138
h1_glucose_max
VALUES:
55,084
(42%)
4,244
(41%)
MISSING:
75,073
(58%)
5,990
(59%)
DISTINCT:
612
(0%)
395
(4%)
MAX
695
630
95%
357
340
Q3
189
190
AVG
168
167
MEDIAN
140
143
Q1
111
114
5%
83
86
MIN
59
62
RANGE
636
568
IQR
78.0
76.0
STD
94.0
86.6
VAR
8,842
7,495
KURT.
8.18
6.87
SKEW
2.50
2.30
SUM
9.2M
709k
139
h1_glucose_min
VALUES:
55,084
(42%)
4,244
(41%)
MISSING:
75,073
(58%)
5,990
(59%)
DISTINCT:
604
(0%)
394
(4%)
MAX
670
594
95%
334
323
Q3
179
181
AVG
159
159
MEDIAN
134
136
Q1
106
108
5%
78
81
MIN
42
43
RANGE
628
551
IQR
73.0
73.0
STD
88.3
82.0
VAR
7,797
6,730
KURT.
8.60
6.83
SKEW
2.51
2.28
SUM
8.8M
675k
140
h1_hco3_max
VALUES:
23,762
(18%)
1,896
(19%)
MISSING:
106,395
(82%)
8,338
(81%)
DISTINCT:
224
(0%)
102
(1%)
MAX
39.0
38.0
95%
30.0
30.0
Q3
25.0
25.0
MEDIAN
23.0
23.0
AVG
22.5
22.6
Q1
20.0
20.0
5%
13.0
14.0
MIN
6.0
6.0
RANGE
33.0
32.0
IQR
5.00
5.00
STD
5.14
4.91
VAR
26.4
24.1
KURT.
1.42
1.56
SKEW
-0.416
-0.490
SUM
536k
42,831
141
h1_hco3_min
VALUES:
23,762
(18%)
1,896
(19%)
MISSING:
106,395
(82%)
8,338
(81%)
DISTINCT:
211
(0%)
93
(1%)
MAX
39.0
38.0
95%
30.0
29.9
Q3
25.0
25.0
MEDIAN
23.0
23.0
AVG
22.5
22.5
Q1
20.0
20.0
5%
13.0
13.9
MIN
6.0
6.0
RANGE
33.0
32.0
IQR
5.00
5.00
STD
5.14
4.91
VAR
26.5
24.1
KURT.
1.41
1.56
SKEW
-0.412
-0.482
SUM
534k
42,684
142
h1_hemaglobin_max
VALUES:
27,367
(21%)
2,189
(21%)
MISSING:
102,790
(79%)
8,045
(79%)
DISTINCT:
124
(0%)
123
(1%)
MAX
17.4
17.6
95%
15.1
15.2
Q3
12.8
12.8
AVG
11.2
11.2
MEDIAN
11.2
11.2
Q1
9.6
9.6
5%
7.4
7.5
MIN
5.1
5.1
RANGE
12.3
12.4
IQR
3.20
3.20
STD
2.35
2.34
VAR
5.53
5.46
KURT.
-0.276
-0.221
SKEW
0.046
0.088
SUM
307k
24,561
143
h1_hemaglobin_min
VALUES:
27,367
(21%)
2,189
(21%)
MISSING:
102,790
(79%)
8,045
(79%)
DISTINCT:
124
(0%)
121
(1%)
MAX
17.3
17.4
95%
15.1
15.1
Q3
12.8
12.8
MEDIAN
11.1
11.1
AVG
11.1
11.1
Q1
9.4
9.4
5%
7.3
7.2
MIN
5.0
5.1
RANGE
12.3
12.3
IQR
3.40
3.40
STD
2.38
2.40
VAR
5.67
5.76
KURT.
-0.328
-0.304
SKEW
0.057
0.082
SUM
303k
24,260
144
h1_hematocrit_max
VALUES:
27,201
(21%)
2,195
(21%)
MISSING:
102,956
(79%)
8,039
(79%)
DISTINCT:
358
(0%)
308
(3%)
MAX
51.7
52.1
95%
45.0
44.9
Q3
38.5
38.1
AVG
33.7
33.7
MEDIAN
33.7
33.6
Q1
29.0
29.1
5%
22.7
22.8
MIN
16.0
15.9
RANGE
35.7
36.2
IQR
9.50
9.00
STD
6.80
6.73
VAR
46.3
45.3
KURT.
-0.248
-0.161
SKEW
0.023
0.046
SUM
918k
73,901
145
h1_hematocrit_min
VALUES:
27,201
(21%)
2,195
(21%)
MISSING:
102,956
(79%)
8,039
(79%)
DISTINCT:
361
(0%)
312
(3%)
MAX
51.5
52.0
95%
44.8
44.4
Q3
38.2
38.0
AVG
33.3
33.1
MEDIAN
33.3
33.1
Q1
28.4
28.2
5%
22.0
21.9
MIN
15.5
15.1
RANGE
36.0
36.9
IQR
9.80
9.80
STD
6.96
6.98
VAR
48.5
48.8
KURT.
-0.326
-0.253
SKEW
0.026
0.006
SUM
907k
72,753
146
h1_inr_max
VALUES:
48,944
(38%)
4,198
(41%)
MISSING:
81,213
(62%)
6,036
(59%)
DISTINCT:
517
(0%)
275
(3%)
MAX
7.76
8.10
95%
3.30
3.50
Q3
1.60
1.60
AVG
1.58
1.59
MEDIAN
1.30
1.30
Q1
1.10
1.10
5%
1.00
1.00
MIN
0.90
0.90
RANGE
6.86
7.20
IQR
0.500
0.500
STD
0.946
0.993
VAR
0.896
0.986
KURT.
16.1
15.6
SKEW
3.63
3.59
SUM
77,223
6,681
147
h1_inr_min
VALUES:
48,944
(38%)
4,198
(41%)
MISSING:
81,213
(62%)
6,036
(59%)
DISTINCT:
415
(0%)
234
(2%)
MAX
6.13
6.00
95%
2.90
2.90
Q3
1.50
1.50
AVG
1.46
1.45
MEDIAN
1.20
1.20
Q1
1.10
1.10
5%
1.00
1.00
MIN
0.90
0.90
RANGE
5.23
5.10
IQR
0.400
0.400
STD
0.738
0.729
VAR
0.544
0.531
KURT.
14.7
13.8
SKEW
3.47
3.38
SUM
71,628
6,106
148
h1_lactate_max
VALUES:
11,690
(9%)
813
(8%)
MISSING:
118,467
(91%)
9,421
(92%)
DISTINCT:
599
(0%)
128
(1%)
MAX
18.1
14.8
95%
9.2
9.2
Q3
3.6
3.7
AVG
3.0
3.0
MEDIAN
2.0
2.0
Q1
1.3
1.2
5%
0.7
0.6
MIN
0.4
0.4
RANGE
17.7
14.4
IQR
2.30
2.50
STD
2.90
2.75
VAR
8.40
7.57
KURT.
7.38
4.65
SKEW
2.51
2.11
SUM
35,400
2,414
149
h1_lactate_min
VALUES:
11,690
(9%)
813
(8%)
MISSING:
118,467
(91%)
9,421
(92%)
DISTINCT:
591
(0%)
122
(1%)
MAX
18.0
14.8
95%
9.0
9.0
Q3
3.5
3.5
AVG
3.0
2.9
MEDIAN
2.0
1.9
Q1
1.2
1.2
5%
0.7
0.6
MIN
0.4
0.4
RANGE
17.6
14.4
IQR
2.25
2.30
STD
2.85
2.69
VAR
8.15
7.25
KURT.
7.70
4.93
SKEW
2.55
2.15
SUM
34,801
2,363
150
h1_platelets_max
VALUES:
24,428
(19%)
2,038
(20%)
MISSING:
105,729
(81%)
8,196
(80%)
DISTINCT:
555
(0%)
384
(4%)
MAX
585
565
95%
366
349
Q3
239
235
AVG
194
189
MEDIAN
179
176
Q1
131
123
5%
74
70
MIN
20
25
RANGE
565
540
IQR
108
112
STD
92.5
89.9
VAR
8,554
8,076
KURT.
2.38
1.98
SKEW
1.19
1.11
SUM
4.7M
384k
151
h1_platelets_min
VALUES:
24,428
(19%)
2,038
(20%)
MISSING:
105,729
(81%)
8,196
(80%)
DISTINCT:
555
(0%)
384
(4%)
MAX
585
565
95%
365
349
Q3
238
235
AVG
193
188
MEDIAN
179
176
Q1
130
123
5%
73
70
MIN
20
23
RANGE
565
542
IQR
108
112
STD
92.7
90.1
VAR
8,592
8,120
KURT.
2.36
1.96
SKEW
1.19
1.10
SUM
4.7M
383k
152
h1_potassium_max
VALUES:
29,336
(23%)
2,355
(23%)
MISSING:
100,821
(77%)
7,879
(77%)
DISTINCT:
115
(0%)
46
(0%)
MAX
7.20
7.00
95%
5.70
5.50
Q3
4.50
4.50
AVG
4.19
4.16
MEDIAN
4.10
4.10
Q1
3.70
3.70
5%
3.10
3.10
MIN
2.50
2.60
RANGE
4.70
4.40
IQR
0.800
0.800
STD
0.760
0.725
VAR
0.578
0.526
KURT.
1.80
1.82
SKEW
0.965
0.968
SUM
123k
9,787
153
h1_potassium_min
VALUES:
29,336
(23%)
2,355
(23%)
MISSING:
100,821
(77%)
7,879
(77%)
DISTINCT:
113
(0%)
47
(0%)
MAX
7.10
7.00
95%
5.60
5.40
Q3
4.50
4.40
AVG
4.15
4.11
MEDIAN
4.10
4.00
Q1
3.70
3.70
5%
3.10
3.10
MIN
2.50
2.52
RANGE
4.60
4.48
IQR
0.800
0.700
STD
0.749
0.713
VAR
0.562
0.509
KURT.
1.80
2.11
SKEW
0.952
0.994
SUM
122k
9,674
154
h1_sodium_max
VALUES:
28,376
(22%)
2,269
(22%)
MISSING:
101,781
(78%)
7,965
(78%)
DISTINCT:
99
(0%)
41
(0%)
MAX
157.0
154.0
95%
146.0
147.0
Q3
141.0
141.0
MEDIAN
139.0
139.0
AVG
138.2
138.4
Q1
136.0
136.0
5%
129.0
129.0
MIN
114.0
111.7
RANGE
43.0
42.3
IQR
5.00
5.00
STD
5.71
5.69
VAR
32.6
32.4
KURT.
3.22
3.75
SKEW
-0.803
-1.00
SUM
3.9M
314k
155
h1_sodium_min
VALUES:
28,376
(22%)
2,269
(22%)
MISSING:
101,781
(78%)
7,965
(78%)
DISTINCT:
113
(0%)
42
(0%)
MAX
157.0
154.0
95%
146.0
146.0
Q3
141.0
141.0
MEDIAN
138.0
138.0
AVG
137.9
138.1
Q1
135.0
136.0
5%
128.0
129.0
MIN
114.0
111.7
RANGE
43.0
42.3
IQR
6.00
5.00
STD
5.66
5.59
VAR
32.0
31.2
KURT.
3.23
3.95
SKEW
-0.803
-1.04
SUM
3.9M
313k
156
h1_wbc_max
VALUES:
24,171
(19%)
1,970
(19%)
MISSING:
105,986
(81%)
8,264
(81%)
DISTINCT:
2,132
(2%)
541
(5%)
MAX
44.1
43.4
95%
26.5
25.5
Q3
16.7
16.3
AVG
13.4
13.1
MEDIAN
12.1
12.1
Q1
8.6
8.6
5%
4.8
4.8
MIN
1.1
0.7
RANGE
43.0
42.7
IQR
8.10
7.70
STD
6.93
6.62
VAR
48.1
43.8
KURT.
2.68
3.00
SKEW
1.31
1.30
SUM
324k
25,885
157
h1_wbc_min
VALUES:
24,171
(19%)
1,970
(19%)
MISSING:
105,986
(81%)
8,264
(81%)
DISTINCT:
2,128
(2%)
542
(5%)
MAX
44.1
43.4
95%
26.4
25.0
Q3
16.6
16.3
AVG
13.3
13.1
MEDIAN
12.1
12.0
Q1
8.5
8.6
5%
4.8
4.8
MIN
1.1
0.7
RANGE
43.0
42.7
IQR
8.10
7.70
STD
6.92
6.60
VAR
47.8
43.6
KURT.
2.73
3.03
SKEW
1.32
1.30
SUM
322k
25,813
158
d1_arterial_pco2_max
VALUES:
45,696
(35%)
3,823
(37%)
MISSING:
84,461
(65%)
6,411
(63%)
DISTINCT:
861
(1%)
511
(5%)
MAX
111.0
113.4
95%
75.0
71.7
Q3
50.0
49.2
AVG
45.3
44.7
MEDIAN
42.9
42.0
Q1
36.2
36.1
5%
27.6
27.3
MIN
18.4
19.9
RANGE
92.6
93.5
IQR
13.8
13.1
STD
14.6
14.1
VAR
214
200
KURT.
3.69
5.01
SKEW
1.58
1.79
SUM
2.1M
171k
159
d1_arterial_pco2_min
VALUES:
45,696
(35%)
3,823
(37%)
MISSING:
84,461
(65%)
6,411
(63%)
DISTINCT:
696
(1%)
447
(4%)
MAX
85.9
85.4
95%
59.8
57.0
Q3
43.0
42.0
AVG
38.5
37.8
MEDIAN
37.0
36.5
Q1
32.0
31.1
5%
23.9
24.0
MIN
14.9
15.0
RANGE
71.0
70.4
IQR
11.0
10.9
STD
11.0
10.6
VAR
121
112
KURT.
2.87
3.56
SKEW
1.22
1.35
SUM
1.8M
144k
160
d1_arterial_ph_max
VALUES:
45,350
(35%)
3,749
(37%)
MISSING:
84,807
(65%)
6,485
(63%)
DISTINCT:
542
(0%)
342
(3%)
MAX
7.620
7.610
95%
7.520
7.520
Q3
7.440
7.443
MEDIAN
7.390
7.400
AVG
7.388
7.393
Q1
7.340
7.350
5%
7.240
7.250
MIN
7.054
7.086
RANGE
0.566
0.524
IQR
0.100
0.093
STD
0.086
0.082
VAR
0.007
0.007
KURT.
1.67
1.27
SKEW
-0.607
-0.531
SUM
335k
27,717
161
d1_arterial_ph_min
VALUES:
45,350
(35%)
3,749
(37%)
MISSING:
84,807
(65%)
6,485
(63%)
DISTINCT:
635
(0%)
403
(4%)
MAX
7.558
7.550
95%
7.472
7.471
Q3
7.398
7.400
MEDIAN
7.340
7.340
AVG
7.323
7.326
Q1
7.270
7.274
5%
7.110
7.127
MIN
6.890
6.920
RANGE
0.668
0.630
IQR
0.128
0.126
STD
0.112
0.107
VAR
0.012
0.012
KURT.
1.77
1.88
SKEW
-1.03
-1.04
SUM
332k
27,465
162
d1_arterial_po2_max
VALUES:
46,147
(35%)
3,892
(38%)
MISSING:
84,010
(65%)
6,342
(62%)
DISTINCT:
2,546
(2%)
811
(8%)
MAX
541
548
95%
405
424
Q3
206
223
AVG
165
173
MEDIAN
127
133
Q1
88
90
5%
62
62
MIN
39
37
RANGE
502
511
IQR
118
133
STD
107
113
VAR
11,467
12,784
KURT.
1.57
1.06
SKEW
1.46
1.32
SUM
7.6M
675k
163
d1_arterial_po2_min
VALUES:
46,147
(35%)
3,892
(38%)
MISSING:
84,010
(65%)
6,342
(62%)
DISTINCT:
1,883
(1%)
692
(7%)
MAX
449
462
95%
218
224
Q3
116
116
AVG
103
103
MEDIAN
85
85
Q1
68
67
5%
47
47
MIN
28
27
RANGE
421
435
IQR
48.2
49.0
STD
61.5
63.8
VAR
3,784
4,066
KURT.
9.76
9.87
SKEW
2.73
2.78
SUM
4.8M
401k
164
d1_pao2fio2ratio_max
VALUES:
36,818
(28%)
3,122
(31%)
MISSING:
93,339
(72%)
7,112
(69%)
DISTINCT:
5,602
(4%)
1,306
(13%)
MAX
835
844
95%
508
527
Q3
370
377
AVG
288
298
MEDIAN
275
288
Q1
192
197
5%
99
101
MIN
55
56
RANGE
780
788
IQR
178
180
STD
130
137
VAR
16,983
18,653
KURT.
1.16
1.18
SKEW
0.755
0.791
SUM
10.6M
930k
165
d1_pao2fio2ratio_min
VALUES:
36,818
(28%)
3,122
(31%)
MISSING:
93,339
(72%)
7,112
(69%)
DISTINCT:
5,320
(4%)
1,240
(12%)
MAX
604
611
95%
447
445
Q3
300
302
AVG
224
224
MEDIAN
205
205
Q1
132
132
5%
62
62
MIN
36
35
RANGE
568
576
IQR
168
170
STD
119
119
VAR
14,189
14,265
KURT.
-0.028
0.067
SKEW
0.671
0.683
SUM
8.2M
701k
166
h1_arterial_pco2_max
VALUES:
22,491
(17%)
1,887
(18%)
MISSING:
107,666
(83%)
8,347
(82%)
DISTINCT:
826
(1%)
411
(4%)
MAX
111.5
106.0
95%
73.9
69.3
Q3
49.0
48.0
AVG
44.6
43.4
MEDIAN
42.0
41.0
Q1
36.0
35.7
5%
26.5
26.1
MIN
15.0
14.7
RANGE
96.5
91.3
IQR
13.0
12.3
STD
14.6
14.0
VAR
214
196
KURT.
4.11
4.81
SKEW
1.60
1.74
SUM
1.0M
81,828
167
h1_arterial_pco2_min
VALUES:
22,491
(17%)
1,887
(18%)
MISSING:
107,666
(83%)
8,347
(82%)
DISTINCT:
811
(1%)
406
(4%)
MAX
107.0
106.0
95%
71.3
68.0
Q3
48.0
46.9
AVG
43.3
42.2
MEDIAN
41.0
39.8
Q1
35.0
34.4
5%
26.0
26.0
MIN
15.0
14.7
RANGE
92.0
91.3
IQR
13.0
12.5
STD
14.1
13.7
VAR
197
188
KURT.
4.01
5.32
SKEW
1.60
1.85
SUM
975k
79,624
168
h1_arterial_ph_max
VALUES:
22,308
(17%)
1,833
(18%)
MISSING:
107,849
(83%)
8,401
(82%)
DISTINCT:
580
(0%)
317
(3%)
MAX
7.570
7.552
95%
7.480
7.490
Q3
7.408
7.410
MEDIAN
7.350
7.360
AVG
7.337
7.346
Q1
7.290
7.293
5%
7.140
7.144
MIN
6.930
6.950
RANGE
0.640
0.602
IQR
0.118
0.117
STD
0.106
0.104
VAR
0.011
0.011
KURT.
1.73
1.60
SKEW
-0.984
-0.976
SUM
164k
13,464
169
h1_arterial_ph_min
VALUES:
22,308
(17%)
1,833
(18%)
MISSING:
107,849
(83%)
8,401
(82%)
DISTINCT:
601
(0%)
313
(3%)
MAX
7.563
7.540
95%
7.480
7.480
Q3
7.400
7.400
MEDIAN
7.340
7.350
AVG
7.328
7.331
Q1
7.280
7.287
5%
7.120
7.130
MIN
6.900
6.900
RANGE
0.663
0.640
IQR
0.120
0.113
STD
0.109
0.109
VAR
0.012
0.012
KURT.
1.83
2.47
SKEW
-0.996
-1.23
SUM
163k
13,439
170
h1_arterial_po2_max
VALUES:
22,712
(17%)
1,928
(19%)
MISSING:
107,445
(83%)
8,306
(81%)
DISTINCT:
1,844
(1%)
600
(6%)
MAX
535
538
95%
409
427
Q3
214
244
AVG
163
176
MEDIAN
120
132
Q1
80
84
5%
56
57
MIN
34
33
RANGE
501
505
IQR
134
160
STD
113
119
VAR
12,689
14,113
KURT.
1.02
0.376
SKEW
1.33
1.11
SUM
3.7M
340k
171
h1_arterial_po2_min
VALUES:
22,712
(17%)
1,928
(19%)
MISSING:
107,445
(83%)
8,306
(81%)
DISTINCT:
1,843
(1%)
582
(6%)
MAX
515
518
95%
376
383
Q3
182
206
AVG
146
157
MEDIAN
108
118
Q1
77
79
5%
53
54
MIN
31
30
RANGE
484
488
IQR
105
127
STD
100
106
VAR
10,042
11,156
KURT.
2.15
1.18
SKEW
1.60
1.33
SUM
3.3M
302k
172
h1_pao2fio2ratio_max
VALUES:
16,760
(13%)
1,422
(14%)
MISSING:
113,397
(87%)
8,812
(86%)
DISTINCT:
3,425
(3%)
798
(8%)
MAX
720
673
95%
483
483
Q3
333
346
AVG
248
255
MEDIAN
228
234
Q1
144
151
5%
70
69
MIN
42
43
RANGE
678
630
IQR
189
194
STD
131
132
VAR
17,277
17,447
KURT.
0.210
-0.224
SKEW
0.705
0.558
SUM
4.1M
362k
173
h1_pao2fio2ratio_min
VALUES:
16,760
(13%)
1,422
(14%)
MISSING:
113,397
(87%)
8,812
(86%)
DISTINCT:
3,404
(3%)
788
(8%)
MAX
655
652
95%
476
477
Q3
324
337
AVG
240
246
MEDIAN
219
224
Q1
138
144
5%
66
67
MIN
38
41
RANGE
617
610
IQR
186
192
STD
129
131
VAR
16,528
17,094
KURT.
-0.094
-0.225
SKEW
0.653
0.587
SUM
4.0M
350k
174
aids
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
175
cirrhosis
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
176
hepatic_failure
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
177
immunosuppression
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
178
leukemia
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
179
lymphoma
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
180
solid_tumor_with_metastasis
VALUES:
130,157
(100%)
10,234
(100%)
MISSING:
---
---
DISTINCT:
2
(0%)
2
(0%)
diabetes_mellitus
MISSING:
---
TOP CATEGORIES
diabetes_mellitus
0
102,006
78%
1
28,151
22%
ALL
130,157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
diabetes_mellitus
PROVIDES INFORMATION ON...
readmission_status
1.00
arf_apache
0.04
aids
0.01
ethnicity
0.00
gcs_unable_apache
0.00
cirrhosis
0.00
icu_type
0.00
solid_tumor_with_metastasis
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
hepatic_failure
0.00
gcs_verbal_apache
0.00
icu_admit_source
0.00
icu_stay_type
0.00

THESE FEATURES
GIVE INFORMATION
ON diabetes_mellitus:
arf_apache
0.01
ethnicity
0.00
icu_type
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
gcs_verbal_apache
0.00
hospital_admit_source
0.00
icu_admit_source
0.00
cirrhosis
0.00
solid_tumor_with_metastasis
0.00
gcs_unable_apache
0.00
ventilated_apache
0.00
apache_post_operative
0.00
aids
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
CORRELATION RATIO WITH...
d1_glucose_max
0.40
glucose_apache
0.36
h1_glucose_max
0.25
h1_glucose_min
0.24
d1_glucose_min
0.16
d1_bun_max
0.15
bmi
0.14
d1_bun_min
0.14
weight
0.14
bun_apache
0.13
d1_creatinine_max
0.13
d1_creatinine_min
0.13
creatinine_apache
0.12
age
0.09
Associations
[Only including dataset "Train"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Test"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
diabetes_mellitus
MISSING:
---
TOP CATEGORIES
diabetes_mellitus
0
102,006
78%
1
28,151
22%
ALL
130,157
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
diabetes_mellitus
PROVIDES INFORMATION ON...
readmission_status
1.00
arf_apache
0.04
aids
0.01
ethnicity
0.00
gcs_unable_apache
0.00
cirrhosis
0.00
icu_type
0.00
solid_tumor_with_metastasis
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
hepatic_failure
0.00
gcs_verbal_apache
0.00
icu_admit_source
0.00
icu_stay_type
0.00

THESE FEATURES
GIVE INFORMATION
ON diabetes_mellitus:
arf_apache
0.01
ethnicity
0.00
icu_type
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
gcs_verbal_apache
0.00
hospital_admit_source
0.00
icu_admit_source
0.00
cirrhosis
0.00
solid_tumor_with_metastasis
0.00
gcs_unable_apache
0.00
ventilated_apache
0.00
apache_post_operative
0.00
aids
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
CORRELATION RATIO WITH...
d1_glucose_max
0.40
glucose_apache
0.36
h1_glucose_max
0.25
h1_glucose_min
0.24
d1_glucose_min
0.16
d1_bun_max
0.15
bmi
0.14
d1_bun_min
0.14
weight
0.14
bun_apache
0.13
d1_creatinine_max
0.13
d1_creatinine_min
0.13
creatinine_apache
0.12
age
0.09
Unnamed: 0
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
icu_id
0.99
urineoutput_apache
0.08
h1_diasbp_invasive_min
0.08
h1_diasbp_invasive_max
0.06
d1_albumin_max
0.06
albumin_apache
0.06
d1_albumin_min
0.05
h1_hemaglobin_min
0.05
d1_sodium_min
-0.04
h1_hematocrit_min
0.04
sodium_apache
-0.04
d1_resprate_min
-0.04
h1_sodium_max
-0.04
age
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.21
hospital_admit_source
0.19
ethnicity
0.13
icu_stay_type
0.05
gcs_motor_apache
0.05
gcs_verbal_apache
0.03
gcs_eyes_apache
0.03
icu_admit_source
0.03
immunosuppression
0.02
diabetes_mellitus
0.02
elective_surgery
0.02
apache_post_operative
0.02
ventilated_apache
0.02
intubated_apache
0.01
MOST FREQUENT VALUES
2047
1
0.0%
1
0.0%
25894
1
0.0%
0
0.0%
105753
1
0.0%
0
0.0%
99610
1
0.0%
0
0.0%
101659
1
0.0%
0
0.0%
111900
1
0.0%
0
0.0%
113949
1
0.0%
0
0.0%
107806
1
0.0%
0
0.0%
109855
1
0.0%
0
0.0%
21792
1
0.0%
0
0.0%
23841
1
0.0%
0
0.0%
17698
1
0.0%
0
0.0%
19747
1
0.0%
0
0.0%
29988
1
0.0%
0
0.0%
32037
1
0.0%
0
0.0%
SMALLEST VALUES
1
1
0.0%
1
0.0%
2
1
0.0%
1
0.0%
3
1
0.0%
1
0.0%
4
1
0.0%
1
0.0%
5
1
0.0%
1
0.0%
6
1
0.0%
1
0.0%
7
1
0.0%
1
0.0%
8
1
0.0%
1
0.0%
9
1
0.0%
1
0.0%
10
1
0.0%
1
0.0%
11
1
0.0%
1
0.0%
12
1
0.0%
1
0.0%
13
1
0.0%
1
0.0%
14
1
0.0%
1
0.0%
15
1
0.0%
1
0.0%
LARGEST VALUES
130157
1
0.0%
0
0.0%
130156
1
0.0%
0
0.0%
130155
1
0.0%
0
0.0%
130154
1
0.0%
0
0.0%
130153
1
0.0%
0
0.0%
130152
1
0.0%
0
0.0%
130151
1
0.0%
0
0.0%
130150
1
0.0%
0
0.0%
130149
1
0.0%
0
0.0%
130148
1
0.0%
0
0.0%
130147
1
0.0%
0
0.0%
130146
1
0.0%
0
0.0%
130145
1
0.0%
0
0.0%
130144
1
0.0%
0
0.0%
130143
1
0.0%
0
0.0%
encounter_id
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
paco2_apache
0.01
paco2_for_ph_apache
0.01
h1_platelets_min
0.01
h1_platelets_max
0.01
h1_diasbp_invasive_max
-0.01
d1_inr_max
-0.01
h1_inr_max
-0.01
h1_arterial_ph_min
-0.01
h1_arterial_po2_max
0.01
h1_wbc_min
0.01
h1_wbc_max
0.01
h1_arterial_po2_min
0.01
h1_albumin_min
-0.01
ph_apache
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.01
gcs_verbal_apache
0.01
icu_type
0.01
gcs_motor_apache
0.01
gcs_eyes_apache
0.01
solid_tumor_with_metastasis
0.01
ethnicity
0.01
icu_stay_type
0.01
icu_admit_source
0.00
gcs_unable_apache
0.00
aids
0.00
gender
0.00
lymphoma
0.00
hepatic_failure
0.00
MOST FREQUENT VALUES
266238
1
0.0%
0
0.0%
185584
1
0.0%
0
0.0%
232667
1
0.0%
0
0.0%
242908
1
0.0%
0
0.0%
244957
1
0.0%
0
0.0%
238814
1
0.0%
0
0.0%
240863
1
0.0%
0
0.0%
152800
1
0.0%
0
0.0%
154849
1
0.0%
0
0.0%
148706
1
0.0%
0
0.0%
150755
1
0.0%
0
0.0%
160996
1
0.0%
0
0.0%
163045
1
0.0%
0
0.0%
156902
1
0.0%
0
0.0%
158951
1
0.0%
0
0.0%
SMALLEST VALUES
147000
1
0.0%
0
0.0%
147001
1
0.0%
0
0.0%
147002
1
0.0%
0
0.0%
147003
1
0.0%
0
0.0%
147004
1
0.0%
0
0.0%
147005
1
0.0%
0
0.0%
147006
1
0.0%
0
0.0%
147007
1
0.0%
0
0.0%
147008
1
0.0%
0
0.0%
147009
1
0.0%
0
0.0%
147010
1
0.0%
0
0.0%
147011
1
0.0%
0
0.0%
147012
1
0.0%
0
0.0%
147013
1
0.0%
0
0.0%
147014
1
0.0%
0
0.0%
LARGEST VALUES
279000
1
0.0%
0
0.0%
278999
1
0.0%
0
0.0%
278998
1
0.0%
0
0.0%
278997
1
0.0%
0
0.0%
278996
1
0.0%
0
0.0%
278995
1
0.0%
0
0.0%
278994
1
0.0%
0
0.0%
278993
1
0.0%
0
0.0%
278992
1
0.0%
0
0.0%
278991
1
0.0%
0
0.0%
278990
1
0.0%
0
0.0%
278989
1
0.0%
0
0.0%
278988
1
0.0%
0
0.0%
278987
1
0.0%
0
0.0%
278986
1
0.0%
0
0.0%
hospital_id
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_resprate_max
-0.06
h1_sodium_max
0.04
d1_sysbp_invasive_min
0.04
d1_arterial_ph_max
0.04
resprate_apache
-0.04
h1_temp_min
-0.04
d1_sysbp_noninvasive_max
-0.04
h1_sodium_min
0.04
d1_sysbp_max
-0.04
d1_diasbp_noninvasive_min
0.04
d1_diasbp_min
0.04
d1_diasbp_invasive_min
0.04
d1_mbp_invasive_min
0.04
h1_resprate_max
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.13
hospital_admit_source
0.12
icu_admit_source
0.06
ethnicity
0.05
gcs_verbal_apache
0.03
gcs_motor_apache
0.03
gcs_unable_apache
0.03
elective_surgery
0.03
gcs_eyes_apache
0.03
ventilated_apache
0.03
apache_post_operative
0.03
gender
0.01
intubated_apache
0.01
solid_tumor_with_metastasis
0.01
MOST FREQUENT VALUES
118
4,306
3.3%
0
0.0%
19
3,885
3.0%
0
0.0%
188
3,075
2.4%
0
0.0%
86
2,962
2.3%
0
0.0%
7
2,944
2.3%
0
0.0%
161
2,748
2.1%
0
0.0%
70
2,738
2.1%
0
0.0%
175
2,732
2.1%
0
0.0%
196
2,715
2.1%
0
0.0%
176
2,565
2.0%
0
0.0%
21
2,449
1.9%
0
0.0%
194
2,255
1.7%
0
0.0%
174
2,200
1.7%
0
0.0%
100
2,113
1.6%
0
0.0%
55
1,894
1.5%
0
0.0%
SMALLEST VALUES
1
1,168
0.9%
0
0.0%
2
1,280
1.0%
0
0.0%
3
45
0.0%
0
0.0%
4
7
0.0%
0
0.0%
5
413
0.3%
0
0.0%
6
551
0.4%
0
0.0%
7
2,944
2.3%
0
0.0%
8
388
0.3%
0
0.0%
9
43
0.0%
0
0.0%
10
728
0.6%
0
0.0%
11
1,356
1.0%
0
0.0%
12
538
0.4%
0
0.0%
13
1,029
0.8%
0
0.0%
14
791
0.6%
0
0.0%
15
160
0.1%
0
0.0%
LARGEST VALUES
204
1,221
0.9%
0
0.0%
203
1,562
1.2%
0
0.0%
202
307
0.2%
0
0.0%
201
290
0.2%
0
0.0%
200
367
0.3%
0
0.0%
199
545
0.4%
0
0.0%
198
28
0.0%
0
0.0%
197
124
0.1%
0
0.0%
196
2,715
2.1%
0
0.0%
195
491
0.4%
0
0.0%
194
2,255
1.7%
0
0.0%
193
238
0.2%
0
0.0%
192
506
0.4%
0
0.0%
191
408
0.3%
0
0.0%
190
407
0.3%
0
0.0%
age
MISSING:
4,988
(4%)
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_invasive_min
-0.28
d1_bun_min
0.27
d1_diasbp_invasive_min
-0.26
h1_diasbp_invasive_max
-0.25
d1_bun_max
0.24
bun_apache
0.24
d1_diasbp_min
-0.21
d1_diasbp_noninvasive_min
-0.21
h1_diasbp_min
-0.20
h1_diasbp_noninvasive_min
-0.19
d1_diasbp_invasive_max
-0.19
h1_bun_min
0.19
h1_bun_max
0.19
urineoutput_apache
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ethnicity
0.10
diabetes_mellitus
0.09
icu_admit_source
0.09
hospital_admit_source
0.09
icu_type
0.07
elective_surgery
0.07
apache_post_operative
0.06
gender
0.05
ventilated_apache
0.05
immunosuppression
0.03
solid_tumor_with_metastasis
0.03
intubated_apache
0.03
leukemia
0.02
gcs_motor_apache
0.02
MOST FREQUENT VALUES
67.0
3,229
2.6%
218
2.1%
68.0
3,065
2.4%
228
2.2%
71.0
3,060
2.4%
231
2.3%
72.0
2,995
2.4%
206
2.0%
66.0
2,977
2.4%
240
2.3%
65.0
2,909
2.3%
237
2.3%
63.0
2,885
2.3%
219
2.1%
70.0
2,848
2.3%
248
2.4%
62.0
2,790
2.2%
190
1.9%
73.0
2,766
2.2%
236
2.3%
64.0
2,745
2.2%
188
1.8%
69.0
2,724
2.2%
229
2.2%
61.0
2,714
2.2%
180
1.8%
75.0
2,691
2.1%
216
2.1%
60.0
2,689
2.1%
180
1.8%
SMALLEST VALUES
0.0
30
0.0%
0
0.0%
16.0
85
0.1%
0
0.0%
17.0
180
0.1%
0
0.0%
18.0
377
0.3%
81
0.8%
19.0
490
0.4%
39
0.4%
20.0
473
0.4%
60
0.6%
21.0
545
0.4%
46
0.4%
22.0
558
0.4%
49
0.5%
23.0
556
0.4%
55
0.5%
24.0
589
0.5%
46
0.4%
25.0
622
0.5%
45
0.4%
26.0
638
0.5%
43
0.4%
27.0
608
0.5%
49
0.5%
28.0
643
0.5%
60
0.6%
29.0
596
0.5%
53
0.5%
LARGEST VALUES
89.0
1,326
1.1%
105
1.0%
88.0
1,501
1.2%
122
1.2%
87.0
1,723
1.4%
136
1.3%
86.0
1,827
1.5%
158
1.5%
85.0
1,953
1.6%
154
1.5%
84.0
2,152
1.7%
176
1.7%
83.0
2,199
1.8%
166
1.6%
82.0
2,239
1.8%
190
1.9%
81.0
2,250
1.8%
214
2.1%
80.0
2,312
1.8%
173
1.7%
79.0
2,485
2.0%
184
1.8%
78.0
2,574
2.1%
181
1.8%
77.0
2,640
2.1%
196
1.9%
76.0
2,619
2.1%
205
2.0%
75.0
2,691
2.1%
216
2.1%
bmi
MISSING:
4,490
(3%)
1,015
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
weight
0.88
d1_arterial_pco2_max
0.19
paco2_apache
0.18
paco2_for_ph_apache
0.18
d1_arterial_pco2_min
0.18
h1_pao2fio2ratio_max
-0.18
h1_arterial_pco2_min
0.18
h1_pao2fio2ratio_min
-0.18
h1_arterial_pco2_max
0.18
d1_pao2fio2ratio_max
-0.17
d1_pao2fio2ratio_min
-0.17
d1_glucose_min
0.13
h1_arterial_po2_min
-0.12
h1_arterial_po2_max
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
0.14
ethnicity
0.07
ventilated_apache
0.07
gcs_verbal_apache
0.06
icu_admit_source
0.05
hospital_admit_source
0.05
intubated_apache
0.04
gender
0.04
icu_stay_type
0.04
icu_type
0.04
solid_tumor_with_metastasis
0.03
gcs_motor_apache
0.03
immunosuppression
0.03
gcs_eyes_apache
0.02
MOST FREQUENT VALUES
67.81498973
629
0.5%
0
0.0%
14.84492591
627
0.5%
0
0.0%
28.69087371
114
0.1%
0
0.0%
24.20811
113
0.1%
0
0.0%
24.01776785
113
0.1%
0
0.0%
27.35933163
113
0.1%
0
0.0%
23.29590458
108
0.1%
0
0.0%
25.81229652
106
0.1%
0
0.0%
29.049732000000002
105
0.1%
0
0.0%
22.60610272
104
0.1%
0
0.0%
24.8046875
102
0.1%
0
0.0%
27.11314372
100
0.1%
0
0.0%
23.47414599
99
0.1%
0
0.0%
24.94679546
99
0.1%
0
0.0%
26.61553906
98
0.1%
0
0.0%
SMALLEST VALUES
14.84492591
627
0.5%
0
0.0%
14.84526746
1
0.0%
0
0.0%
14.84603614
1
0.0%
0
0.0%
14.85801788
1
0.0%
0
0.0%
14.86419531
1
0.0%
0
0.0%
14.86453979
2
0.0%
0
0.0%
14.86695021
1
0.0%
0
0.0%
14.86737667
1
0.0%
0
0.0%
14.87055451
1
0.0%
0
0.0%
14.87603306
1
0.0%
0
0.0%
14.878000400000001
1
0.0%
0
0.0%
14.87871348
2
0.0%
0
0.0%
14.88002976
1
0.0%
0
0.0%
14.88095238
1
0.0%
0
0.0%
14.8828125
1
0.0%
0
0.0%
LARGEST VALUES
67.81498973
629
0.5%
0
0.0%
67.81263563
1
0.0%
0
0.0%
67.7978059
2
0.0%
0
0.0%
67.78345128
1
0.0%
0
0.0%
67.77927558
1
0.0%
0
0.0%
67.74710784
1
0.0%
0
0.0%
67.72534416
1
0.0%
0
0.0%
67.72486772
2
0.0%
0
0.0%
67.71626298
1
0.0%
0
0.0%
67.71150768
1
0.0%
0
0.0%
67.69422862
1
0.0%
0
0.0%
67.57646651
1
0.0%
0
0.0%
67.55555556
1
0.0%
0
0.0%
67.5078125
1
0.0%
0
0.0%
67.43908735
1
0.0%
0
0.0%
elective_surgery
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
105,448
81%
8,186
80%
22,910
22%
1
24,709
19%
2,048
20%
5,241
21%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
elective_surgery
PROVIDES INFORMATION ON...
readmission_status
1.00
apache_post_operative
0.74
icu_admit_source
0.33
hospital_admit_source
0.13
icu_type
0.03
intubated_apache
0.03
ventilated_apache
0.01
hepatic_failure
0.01
icu_stay_type
0.01
gcs_unable_apache
0.01
cirrhosis
0.01
gcs_verbal_apache
0.01
aids
0.01
gcs_motor_apache
0.00

THESE FEATURES
GIVE INFORMATION
ON elective_surgery:
apache_post_operative
0.78
icu_admit_source
0.72
hospital_admit_source
0.45
icu_type
0.09
intubated_apache
0.02
ventilated_apache
0.02
gcs_verbal_apache
0.01
gcs_motor_apache
0.01
icu_stay_type
0.00
gcs_eyes_apache
0.00
ethnicity
0.00
hepatic_failure
0.00
cirrhosis
0.00
gcs_unable_apache
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
elective_surgery
CORRELATION RATIO WITH...
apache_3j_diagnosis
0.78
h1_sysbp_invasive_max
0.60
h1_sysbp_invasive_min
0.59
h1_diasbp_invasive_max
0.58
h1_mbp_invasive_min
0.58
h1_diasbp_invasive_min
0.57
h1_mbp_invasive_max
0.57
d1_sysbp_invasive_max
0.52
d1_sysbp_invasive_min
0.51
d1_mbp_invasive_min
0.50
d1_diasbp_invasive_max
0.50
d1_diasbp_invasive_min
0.50
d1_mbp_invasive_max
0.47
apache_2_diagnosis
0.34
ethnicity
MISSING:
1,587
(1%)
204
(2%)
TOP CATEGORIES
diabetes_mellitus
Caucasian
100,236
78%
7,939
79%
20,605
21%
African American
13,911
11%
931
9%
3,654
26%
Other/Unknown
6,261
5%
435
4%
1,595
25%
Hispanic
5,049
4%
471
5%
1,243
25%
Asian
2,198
2%
171
2%
538
24%
Native American
915
1%
83
1%
294
32%
ALL
128,570
100%
10,030
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ethnicity
PROVIDES INFORMATION ON...
readmission_status
1.00
arf_apache
0.03
aids
0.03
cirrhosis
0.01
hepatic_failure
0.01
icu_stay_type
0.01
icu_type
0.01
gcs_unable_apache
0.01
lymphoma
0.00
hospital_admit_source
0.00
diabetes_mellitus
0.00
elective_surgery
0.00
gender
0.00
apache_post_operative
0.00

THESE FEATURES
GIVE INFORMATION
ON ethnicity:
icu_type
0.01
hospital_admit_source
0.01
arf_apache
0.01
icu_admit_source
0.00
diabetes_mellitus
0.00
icu_stay_type
0.00
gcs_eyes_apache
0.00
gender
0.00
gcs_motor_apache
0.00
elective_surgery
0.00
gcs_verbal_apache
0.00
apache_post_operative
0.00
cirrhosis
0.00
hepatic_failure
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ethnicity
CORRELATION RATIO WITH...
d1_creatinine_min
0.13
Unnamed: 0
0.13
d1_creatinine_max
0.13
icu_id
0.12
d1_diasbp_min
0.12
creatinine_apache
0.11
d1_mbp_min
0.11
weight
0.11
d1_hco3_max
0.10
d1_hco3_min
0.10
temp_apache
0.10
d1_diasbp_noninvasive_min
0.10
age
0.10
height
0.10
gender
MISSING:
66
(0%)
5
(0%)
TOP CATEGORIES
diabetes_mellitus
M
70,518
54%
5,525
54%
15,420
22%
F
59,573
46%
4,704
46%
12,726
21%
ALL
130,091
100%
10,229
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gender
PROVIDES INFORMATION ON...
readmission_status
1.00
aids
0.02
cirrhosis
0.00
hepatic_failure
0.00
ethnicity
0.00
intubated_apache
0.00
gcs_unable_apache
0.00
leukemia
0.00
icu_type
0.00
gcs_eyes_apache
0.00
icu_admit_source
0.00
gcs_motor_apache
0.00
apache_post_operative
0.00
hospital_admit_source
0.00

THESE FEATURES
GIVE INFORMATION
ON gender:
icu_type
0.00
ethnicity
0.00
hospital_admit_source
0.00
gcs_eyes_apache
0.00
icu_admit_source
0.00
gcs_verbal_apache
0.00
gcs_motor_apache
0.00
intubated_apache
0.00
apache_post_operative
0.00
elective_surgery
0.00
ventilated_apache
0.00
cirrhosis
0.00
hepatic_failure
0.00
aids
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
CORRELATION RATIO WITH...
height
0.31
weight
0.22
d1_diasbp_min
0.14
d1_diasbp_noninvasive_min
0.12
d1_spo2_max
0.11
d1_hemaglobin_max
0.10
d1_hemaglobin_min
0.10
d1_mbp_min
0.10
d1_creatinine_min
0.09
d1_creatinine_max
0.09
d1_hematocrit_max
0.09
creatinine_apache
0.08
h1_diasbp_min
0.08
d1_hematocrit_min
0.08
height
MISSING:
2,077
(2%)
301
(3%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
weight
0.39
d1_hemaglobin_max
0.17
d1_hemaglobin_min
0.15
d1_hematocrit_max
0.15
h1_hemaglobin_max
0.14
d1_diasbp_noninvasive_min
0.14
d1_diasbp_min
0.14
h1_hemaglobin_min
0.14
hematocrit_apache
0.13
d1_hematocrit_min
0.13
h1_hematocrit_max
0.12
h1_diasbp_noninvasive_min
0.12
h1_hematocrit_min
0.12
age
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.31
ethnicity
0.10
icu_admit_source
0.09
gcs_verbal_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.05
hospital_admit_source
0.04
icu_type
0.04
apache_post_operative
0.04
elective_surgery
0.03
intubated_apache
0.03
ventilated_apache
0.02
diabetes_mellitus
0.01
icu_stay_type
0.01
MOST FREQUENT VALUES
177.8
7,357
5.7%
543
5.5%
167.6
7,352
5.7%
617
6.2%
160.0
7,319
5.7%
597
6.0%
172.7
6,800
5.3%
517
5.2%
165.1
6,707
5.2%
495
5.0%
170.2
5,900
4.6%
399
4.0%
162.6
5,689
4.4%
410
4.1%
182.9
5,243
4.1%
382
3.8%
175.3
5,125
4.0%
394
4.0%
180.3
4,973
3.9%
380
3.8%
157.5
4,966
3.9%
353
3.6%
152.4
3,739
2.9%
310
3.1%
154.9
2,977
2.3%
234
2.4%
170.0
2,800
2.2%
260
2.6%
185.4
2,652
2.1%
174
1.8%
SMALLEST VALUES
137.2
657
0.5%
1
0.0%
137.6
1
0.0%
0
0.0%
138.0
5
0.0%
1
0.0%
138.5
1
0.0%
0
0.0%
139.0
9
0.0%
0
0.0%
139.7
82
0.1%
7
0.1%
140.0
16
0.0%
2
0.0%
140.1
1
0.0%
0
0.0%
140.2
1
0.0%
0
0.0%
140.8
2
0.0%
1
0.0%
141.0
5
0.0%
0
0.0%
142.0
67
0.1%
10
0.1%
142.2
214
0.2%
16
0.2%
142.24
4
0.0%
1
0.0%
142.4
6
0.0%
1
0.0%
LARGEST VALUES
195.59
639
0.5%
0
0.0%
195.58
5
0.0%
0
0.0%
195.5
38
0.0%
4
0.0%
195.3
1
0.0%
0
0.0%
195.0
29
0.0%
2
0.0%
194.3
6
0.0%
1
0.0%
194.0
12
0.0%
0
0.0%
193.4
3
0.0%
1
0.0%
193.04
26
0.0%
0
0.0%
193.0
888
0.7%
60
0.6%
192.8
1
0.0%
0
0.0%
192.7
2
0.0%
0
0.0%
192.5
1
0.0%
0
0.0%
192.0
23
0.0%
2
0.0%
191.8
11
0.0%
1
0.0%
hospital_admit_source
MISSING:
33,198
(26%)
2,733
(27%)
TOP CATEGORIES
diabetes_mellitus
Emergency Department
51,258
53%
3,845
51%
10,959
21%
Operating Room
13,757
14%
1,110
15%
2,943
21%
Floor
11,324
12%
1,121
15%
2,478
22%
Direct Admit
8,253
9%
696
9%
1,819
22%
Recovery Room
4,563
5%
405
5%
828
18%
Other Hospital
2,417
2%
173
2%
453
19%
Acute Care/Floor
2,097
2%
0
0%
518
25%
Step-Down Unit (SDU)
1,607
2%
99
1%
395
25%
PACU
1,031
1%
0
0%
212
21%
Other ICU
283
0%
23
0%
43
15%
Chest Pain Center
253
0%
23
0%
40
16%
ICU to SDU
62
0%
6
0%
15
24%
ICU
37
0%
0
0%
4
11%
Observation
10
0%
0
0%
2
20%
Other
7
0%
0
0%
0
0%
ALL
96,959
100%
7,501
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
hospital_admit_source
PROVIDES INFORMATION ON...
readmission_status
1.00
icu_admit_source
0.56
apache_post_operative
0.45
elective_surgery
0.45
icu_stay_type
0.12
icu_type
0.04
gcs_unable_apache
0.04
intubated_apache
0.03
ventilated_apache
0.03
aids
0.03
leukemia
0.01
gcs_verbal_apache
0.01
hepatic_failure
0.01
solid_tumor_with_metastasis
0.01

THESE FEATURES
GIVE INFORMATION
ON hospital_admit_source:
icu_admit_source
0.35
apache_post_operative
0.13
elective_surgery
0.13
icu_type
0.04
icu_stay_type
0.01
ventilated_apache
0.01
intubated_apache
0.01
gcs_verbal_apache
0.01
ethnicity
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
gcs_unable_apache
0.00
gender
0.00
solid_tumor_with_metastasis
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
CORRELATION RATIO WITH...
apache_3j_diagnosis
0.61
h1_sysbp_invasive_max
0.54
h1_diasbp_invasive_max
0.52
h1_sysbp_invasive_min
0.52
h1_mbp_invasive_max
0.51
h1_mbp_invasive_min
0.51
h1_diasbp_invasive_min
0.51
d1_sysbp_invasive_max
0.46
d1_diasbp_invasive_max
0.44
d1_sysbp_invasive_min
0.44
d1_mbp_invasive_min
0.43
d1_diasbp_invasive_min
0.43
d1_mbp_invasive_max
0.43
pre_icu_los_days
0.32
icu_admit_source
MISSING:
240
(0%)
25
(0%)
TOP CATEGORIES
diabetes_mellitus
Accident & Emergency
76,846
59%
5,974
59%
16,681
22%
Operating Room / Recovery
27,436
21%
2,258
22%
5,624
20%
Floor
21,459
17%
1,656
16%
5,041
23%
Other Hospital
3,464
3%
253
2%
637
18%
Other ICU
712
1%
68
1%
135
19%
ALL
129,917
100%
10,209
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
icu_admit_source
PROVIDES INFORMATION ON...
readmission_status
1.00
apache_post_operative
0.78
elective_surgery
0.72
hospital_admit_source
0.35
icu_stay_type
0.05
icu_type
0.03
intubated_apache
0.03
ventilated_apache
0.02
aids
0.02
gcs_unable_apache
0.02
leukemia
0.01
hepatic_failure
0.01
gcs_verbal_apache
0.01
cirrhosis
0.01

THESE FEATURES
GIVE INFORMATION
ON icu_admit_source:
hospital_admit_source
0.56
apache_post_operative
0.37
elective_surgery
0.33
icu_type
0.05
intubated_apache
0.01
ventilated_apache
0.01
gcs_verbal_apache
0.01
icu_stay_type
0.01
gcs_motor_apache
0.01
gcs_eyes_apache
0.00
ethnicity
0.00
gcs_unable_apache
0.00
gender
0.00
hepatic_failure
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
CORRELATION RATIO WITH...
apache_3j_diagnosis
0.79
h1_sysbp_invasive_max
0.62
h1_sysbp_invasive_min
0.60
h1_diasbp_invasive_max
0.60
h1_mbp_invasive_min
0.59
h1_diasbp_invasive_min
0.59
h1_mbp_invasive_max
0.59
d1_sysbp_invasive_max
0.54
d1_sysbp_invasive_min
0.52
d1_diasbp_invasive_max
0.52
d1_mbp_invasive_min
0.52
d1_diasbp_invasive_min
0.51
d1_mbp_invasive_max
0.49
pre_icu_los_days
0.38
icu_id
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Unnamed: 0
0.99
urineoutput_apache
0.08
h1_diasbp_invasive_min
0.07
h1_diasbp_invasive_max
0.06
d1_mbp_noninvasive_min
-0.05
d1_resprate_min
-0.05
d1_albumin_max
0.05
d1_mbp_min
-0.05
albumin_apache
0.05
resprate_apache
-0.04
d1_albumin_min
0.04
h1_hemaglobin_min
0.04
d1_diasbp_noninvasive_min
-0.04
h1_mbp_noninvasive_min
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.19
icu_type
0.19
ethnicity
0.12
icu_stay_type
0.06
gcs_motor_apache
0.04
gcs_verbal_apache
0.03
gcs_eyes_apache
0.03
icu_admit_source
0.02
immunosuppression
0.02
ventilated_apache
0.02
diabetes_mellitus
0.02
elective_surgery
0.02
apache_post_operative
0.01
intubated_apache
0.01
MOST FREQUENT VALUES
1019
1,344
1.0%
50
0.5%
646
1,312
1.0%
106
1.0%
653
1,296
1.0%
96
0.9%
876
1,280
1.0%
99
1.0%
413
1,219
0.9%
91
0.9%
998
1,184
0.9%
95
0.9%
236
1,132
0.9%
70
0.7%
337
1,093
0.8%
90
0.9%
1012
1,081
0.8%
59
0.6%
1078
1,067
0.8%
102
1.0%
133
1,037
0.8%
76
0.7%
1079
1,001
0.8%
94
0.9%
434
988
0.8%
69
0.7%
404
942
0.7%
74
0.7%
840
940
0.7%
80
0.8%
SMALLEST VALUES
82
150
0.1%
12
0.1%
83
185
0.1%
17
0.2%
85
270
0.2%
12
0.1%
87
233
0.2%
51
0.5%
89
142
0.1%
0
0.0%
90
579
0.4%
50
0.5%
91
323
0.2%
26
0.3%
92
880
0.7%
86
0.8%
93
313
0.2%
25
0.2%
95
810
0.6%
64
0.6%
97
662
0.5%
63
0.6%
98
304
0.2%
23
0.2%
99
300
0.2%
28
0.3%
100
498
0.4%
29
0.3%
102
309
0.2%
29
0.3%
LARGEST VALUES
1111
283
0.2%
19
0.2%
1109
811
0.6%
75
0.7%
1108
464
0.4%
43
0.4%
1107
495
0.4%
54
0.5%
1106
354
0.3%
38
0.4%
1105
344
0.3%
28
0.3%
1104
657
0.5%
64
0.6%
1087
224
0.2%
19
0.2%
1082
687
0.5%
48
0.5%
1079
1,001
0.8%
94
0.9%
1078
1,067
0.8%
102
1.0%
1076
33
0.0%
0
0.0%
1074
695
0.5%
64
0.6%
1071
584
0.4%
35
0.3%
1068
734
0.6%
42
0.4%
icu_stay_type
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
admit
124,741
96%
10,088
99%
26,985
22%
transfer
4,801
4%
121
1%
993
21%
readmit
615
0%
25
0%
173
28%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
icu_stay_type
PROVIDES INFORMATION ON...
readmission_status
1.00
hospital_admit_source
0.01
icu_admit_source
0.01
elective_surgery
0.00
aids
0.00
icu_type
0.00
apache_post_operative
0.00
gcs_unable_apache
0.00
gcs_eyes_apache
0.00
ethnicity
0.00
gcs_verbal_apache
0.00
gcs_motor_apache
0.00
arf_apache
0.00
ventilated_apache
0.00

THESE FEATURES
GIVE INFORMATION
ON icu_stay_type:
hospital_admit_source
0.12
icu_admit_source
0.05
icu_type
0.03
gcs_eyes_apache
0.01
gcs_verbal_apache
0.01
ethnicity
0.01
elective_surgery
0.01
apache_post_operative
0.01
gcs_motor_apache
0.01
ventilated_apache
0.00
gcs_unable_apache
0.00
intubated_apache
0.00
arf_apache
0.00
gender
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_stay_type
CORRELATION RATIO WITH...
pre_icu_los_days
0.08
icu_id
0.06
d1_diasbp_min
0.06
d1_mbp_min
0.06
Unnamed: 0
0.05
d1_diasbp_noninvasive_min
0.05
d1_sysbp_min
0.05
d1_heartrate_max
0.05
d1_resprate_max
0.05
h1_sysbp_invasive_min
0.05
h1_sysbp_invasive_max
0.05
h1_mbp_invasive_min
0.05
h1_diasbp_invasive_max
0.05
h1_diasbp_invasive_min
0.04
icu_type
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
Med-Surg ICU
71,468
55%
5,570
54%
15,518
22%
CCU-CTICU
11,220
9%
896
9%
2,563
23%
MICU
10,944
8%
878
9%
2,610
24%
Neuro ICU
10,533
8%
778
8%
1,677
16%
Cardiac ICU
8,276
6%
691
7%
1,808
22%
SICU
8,258
6%
692
7%
1,521
18%
CSICU
4,981
4%
384
4%
1,384
28%
CTICU
4,477
3%
345
3%
1,070
24%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
icu_type
PROVIDES INFORMATION ON...
readmission_status
1.00
elective_surgery
0.09
apache_post_operative
0.09
icu_admit_source
0.05
hospital_admit_source
0.04
icu_stay_type
0.03
intubated_apache
0.02
gcs_unable_apache
0.02
ethnicity
0.01
hepatic_failure
0.01
ventilated_apache
0.01
aids
0.01
gcs_verbal_apache
0.01
cirrhosis
0.01

THESE FEATURES
GIVE INFORMATION
ON icu_type:
hospital_admit_source
0.04
icu_admit_source
0.03
apache_post_operative
0.03
elective_surgery
0.03
ethnicity
0.01
gcs_verbal_apache
0.01
intubated_apache
0.01
gcs_eyes_apache
0.00
gcs_motor_apache
0.00
ventilated_apache
0.00
icu_stay_type
0.00
gender
0.00
diabetes_mellitus
0.00
gcs_unable_apache
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
CORRELATION RATIO WITH...
h1_sysbp_invasive_max
0.32
h1_diasbp_invasive_max
0.31
h1_mbp_invasive_max
0.30
h1_sysbp_invasive_min
0.30
d1_sysbp_invasive_max
0.30
h1_mbp_invasive_min
0.30
h1_diasbp_invasive_min
0.29
d1_diasbp_invasive_max
0.28
d1_sysbp_invasive_min
0.28
d1_mbp_invasive_max
0.28
d1_mbp_invasive_min
0.27
d1_diasbp_invasive_min
0.27
apache_3j_diagnosis
0.25
h1_arterial_po2_max
0.24
pre_icu_los_days
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_albumin_min
-0.19
h1_albumin_max
-0.19
d1_albumin_min
-0.15
d1_hemaglobin_min
-0.15
d1_albumin_max
-0.15
d1_hematocrit_min
-0.15
hematocrit_apache
-0.15
h1_hematocrit_min
-0.14
h1_hemaglobin_min
-0.14
albumin_apache
-0.14
h1_hematocrit_max
-0.14
d1_hematocrit_max
-0.14
d1_hemaglobin_max
-0.14
h1_hemaglobin_max
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.38
hospital_admit_source
0.32
elective_surgery
0.13
apache_post_operative
0.12
ventilated_apache
0.08
icu_stay_type
0.08
icu_type
0.08
leukemia
0.06
intubated_apache
0.05
gcs_verbal_apache
0.05
arf_apache
0.04
gcs_eyes_apache
0.04
immunosuppression
0.04
solid_tumor_with_metastasis
0.03
MOST FREQUENT VALUES
0.0
5,364
4.1%
485
4.7%
0.0006944439999999999
1,649
1.3%
197
1.9%
0.001388889
1,128
0.9%
134
1.3%
0.0020833329999999997
1,016
0.8%
114
1.1%
0.003472222
927
0.7%
91
0.9%
0.002777778
921
0.7%
93
0.9%
0.0048611109999999996
844
0.6%
63
0.6%
0.004166667
826
0.6%
88
0.9%
0.00625
770
0.6%
64
0.6%
0.005555556
741
0.6%
68
0.7%
0.006944444
704
0.5%
59
0.6%
0.007638889
673
0.5%
52
0.5%
0.008333333
626
0.5%
59
0.6%
0.009027778
570
0.4%
50
0.5%
0.009722221999999999
538
0.4%
49
0.5%
SMALLEST VALUES
-0.25
1
0.0%
0
0.0%
-0.24444444399999998
1
0.0%
0
0.0%
-0.2375
1
0.0%
0
0.0%
-0.23472222199999998
1
0.0%
0
0.0%
-0.22430555600000002
1
0.0%
0
0.0%
-0.219444444
1
0.0%
0
0.0%
-0.21875
1
0.0%
0
0.0%
-0.215972222
1
0.0%
0
0.0%
-0.215277778
2
0.0%
0
0.0%
-0.2125
1
0.0%
0
0.0%
-0.211805556
1
0.0%
0
0.0%
-0.208333333
1
0.0%
1
0.0%
-0.207638889
1
0.0%
0
0.0%
-0.20694444399999998
1
0.0%
0
0.0%
-0.204166667
1
0.0%
0
0.0%
LARGEST VALUES
175.62777780000002
1
0.0%
0
0.0%
159.09097219999998
1
0.0%
0
0.0%
87.95277778
1
0.0%
0
0.0%
84.36736111
1
0.0%
0
0.0%
81.80277778
1
0.0%
0
0.0%
78.7625
1
0.0%
0
0.0%
73.02291667
1
0.0%
0
0.0%
72.45416667
1
0.0%
0
0.0%
69.29097222
1
0.0%
0
0.0%
67.02361111
1
0.0%
0
0.0%
64.94861111
1
0.0%
0
0.0%
63.82708333
1
0.0%
0
0.0%
63.04444444
1
0.0%
0
0.0%
62.64791667
1
0.0%
0
0.0%
58.96597222
1
0.0%
0
0.0%
readmission_status
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
130,157
100%
10,234
100%
28,151
22%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
readmission_status
PROVIDES INFORMATION ON...
aids
0.00
lymphoma
0.00
leukemia
0.00
gcs_unable_apache
0.00
hepatic_failure
0.00
apache_post_operative
0.00
arf_apache
0.00
icu_admit_source
0.00
gender
0.00
intubated_apache
0.00
diabetes_mellitus
0.00
elective_surgery
0.00
ethnicity
0.00
icu_type
0.00

THESE FEATURES
GIVE INFORMATION
ON readmission_status:
diabetes_mellitus
1.00
elective_surgery
1.00
ethnicity
1.00
gender
1.00
hospital_admit_source
1.00
icu_admit_source
1.00
icu_stay_type
1.00
icu_type
1.00
apache_post_operative
1.00
arf_apache
1.00
gcs_eyes_apache
1.00
gcs_motor_apache
1.00
gcs_unable_apache
1.00
gcs_verbal_apache
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
readmission_status
CORRELATION RATIO WITH...
Unnamed: 0
0.00
encounter_id
0.00
hospital_id
0.00
age
0.00
bmi
0.00
height
0.00
icu_id
0.00
pre_icu_los_days
0.00
weight
0.00
albumin_apache
0.00
apache_2_diagnosis
0.00
apache_3j_diagnosis
0.00
bilirubin_apache
0.00
bun_apache
0.00
weight
MISSING:
3,463
(3%)
908
(9%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bmi
0.88
height
0.39
h1_pao2fio2ratio_max
-0.19
h1_pao2fio2ratio_min
-0.19
paco2_apache
0.18
paco2_for_ph_apache
0.18
d1_pao2fio2ratio_min
-0.18
d1_arterial_pco2_max
0.18
d1_pao2fio2ratio_max
-0.17
d1_arterial_pco2_min
0.17
h1_arterial_pco2_min
0.17
h1_arterial_pco2_max
0.16
d1_hematocrit_max
0.15
hematocrit_apache
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.22
diabetes_mellitus
0.14
ethnicity
0.11
ventilated_apache
0.07
gcs_verbal_apache
0.07
intubated_apache
0.05
hospital_admit_source
0.05
icu_admit_source
0.04
icu_type
0.04
icu_stay_type
0.04
solid_tumor_with_metastasis
0.03
gcs_motor_apache
0.03
immunosuppression
0.03
apache_post_operative
0.02
MOST FREQUENT VALUES
68.0
1,427
1.1%
123
1.3%
81.6
1,252
1.0%
116
1.2%
63.5
1,167
0.9%
83
0.9%
90.7
1,123
0.9%
89
1.0%
77.1
1,037
0.8%
110
1.2%
72.6
798
0.6%
83
0.9%
59.0
771
0.6%
60
0.6%
70.0
769
0.6%
64
0.7%
75.0
757
0.6%
75
0.8%
80.0
753
0.6%
63
0.7%
74.8
733
0.6%
48
0.5%
100.0
700
0.6%
53
0.6%
83.9
678
0.5%
50
0.5%
38.6
663
0.5%
2
0.0%
70.3
636
0.5%
42
0.5%
SMALLEST VALUES
38.6
663
0.5%
2
0.0%
38.7
9
0.0%
0
0.0%
38.8
8
0.0%
0
0.0%
38.9
6
0.0%
0
0.0%
39.0
46
0.0%
6
0.1%
39.09
1
0.0%
0
0.0%
39.1
10
0.0%
0
0.0%
39.2
16
0.0%
1
0.0%
39.23
1
0.0%
0
0.0%
39.3
12
0.0%
0
0.0%
39.4
8
0.0%
2
0.0%
39.46
3
0.0%
0
0.0%
39.5
20
0.0%
1
0.0%
39.55
1
0.0%
0
0.0%
39.6
12
0.0%
0
0.0%
LARGEST VALUES
186.0
634
0.5%
1
0.0%
185.8
1
0.0%
0
0.0%
185.6
1
0.0%
0
0.0%
185.5
5
0.0%
0
0.0%
185.4
4
0.0%
0
0.0%
185.3
1
0.0%
0
0.0%
185.2
2
0.0%
0
0.0%
185.1
3
0.0%
0
0.0%
185.06
1
0.0%
0
0.0%
185.0
8
0.0%
2
0.0%
184.8
2
0.0%
0
0.0%
184.6
1
0.0%
0
0.0%
184.4
2
0.0%
0
0.0%
184.3
3
0.0%
0
0.0%
184.2
5
0.0%
0
0.0%
albumin_apache
MISSING:
78,163
(60%)
6,055
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_albumin_max
0.96
d1_albumin_min
0.93
h1_albumin_max
0.88
h1_albumin_min
0.88
d1_calcium_min
0.49
d1_calcium_max
0.47
hematocrit_apache
0.42
d1_hemaglobin_min
0.42
h1_calcium_max
0.41
h1_calcium_min
0.41
d1_hematocrit_min
0.41
d1_hemaglobin_max
0.39
d1_hematocrit_max
0.38
h1_hemaglobin_max
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.15
icu_admit_source
0.14
elective_surgery
0.13
apache_post_operative
0.12
icu_type
0.09
gcs_motor_apache
0.08
gcs_verbal_apache
0.08
gcs_eyes_apache
0.07
ventilated_apache
0.05
ethnicity
0.05
intubated_apache
0.05
cirrhosis
0.04
hepatic_failure
0.04
arf_apache
0.02
MOST FREQUENT VALUES
3.1
2,978
5.7%
248
5.9%
3.0
2,920
5.6%
213
5.1%
2.9
2,917
5.6%
226
5.4%
2.8
2,867
5.5%
207
5.0%
3.2
2,772
5.3%
208
5.0%
2.7
2,635
5.1%
198
4.7%
3.3
2,593
5.0%
200
4.8%
2.6
2,534
4.9%
216
5.2%
2.5
2,384
4.6%
173
4.1%
3.4
2,269
4.4%
193
4.6%
2.4
2,150
4.1%
182
4.4%
2.3
2,025
3.9%
164
3.9%
3.5
1,987
3.8%
171
4.1%
3.6
1,857
3.6%
127
3.0%
2.2
1,773
3.4%
154
3.7%
SMALLEST VALUES
1.2
476
0.9%
15
0.4%
1.3
246
0.5%
21
0.5%
1.4
315
0.6%
38
0.9%
1.5
463
0.9%
35
0.8%
1.6
662
1.3%
54
1.3%
1.7
759
1.5%
62
1.5%
1.8
923
1.8%
79
1.9%
1.9
1,143
2.2%
97
2.3%
2.0
1,423
2.7%
129
3.1%
2.1
1,585
3.0%
130
3.1%
2.2
1,773
3.4%
154
3.7%
2.3
2,025
3.9%
164
3.9%
2.4
2,150
4.1%
182
4.4%
2.5
2,384
4.6%
173
4.1%
2.6
2,534
4.9%
216
5.2%
LARGEST VALUES
4.6
186
0.4%
0
0.0%
4.5
155
0.3%
20
0.5%
4.4
240
0.5%
23
0.6%
4.3
374
0.7%
38
0.9%
4.2
500
1.0%
42
1.0%
4.1
716
1.4%
60
1.4%
4.0
972
1.9%
64
1.5%
3.9
1,198
2.3%
96
2.3%
3.8
1,358
2.6%
132
3.2%
3.7
1,638
3.2%
125
3.0%
3.6
1,857
3.6%
127
3.0%
3.5
1,987
3.8%
171
4.1%
3.44
1
0.0%
0
0.0%
3.4
2,269
4.4%
193
4.6%
3.3
2,593
5.0%
200
4.8%
apache_2_diagnosis
MISSING:
1,685
(1%)
170
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
apache_3j_diagnosis
0.40
h1_resprate_min
-0.16
h1_arterial_ph_max
0.16
h1_arterial_po2_max
0.15
h1_heartrate_max
-0.15
h1_resprate_max
-0.15
h1_heartrate_min
-0.14
h1_arterial_ph_min
0.13
d1_heartrate_max
-0.12
h1_arterial_pco2_min
-0.11
d1_inr_min
-0.11
h1_inr_min
-0.11
h1_glucose_min
-0.11
h1_hematocrit_min
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.40
icu_admit_source
0.35
elective_surgery
0.34
hospital_admit_source
0.28
icu_type
0.15
gcs_motor_apache
0.07
gcs_eyes_apache
0.07
gcs_verbal_apache
0.06
intubated_apache
0.03
gender
0.02
icu_stay_type
0.02
ventilated_apache
0.01
ethnicity
0.01
solid_tumor_with_metastasis
0.01
MOST FREQUENT VALUES
113.0
16,402
12.8%
1,105
11.0%
301.0
9,858
7.7%
747
7.4%
302.0
8,904
6.9%
789
7.8%
112.0
5,981
4.7%
533
5.3%
308.0
5,855
4.6%
530
5.3%
124.0
5,548
4.3%
442
4.4%
117.0
5,290
4.1%
447
4.4%
122.0
5,206
4.1%
379
3.8%
303.0
5,072
3.9%
360
3.6%
304.0
4,594
3.6%
398
4.0%
110.0
4,395
3.4%
323
3.2%
203.0
3,860
3.0%
298
3.0%
106.0
3,537
2.8%
283
2.8%
121.0
3,431
2.7%
306
3.0%
202.0
3,408
2.7%
287
2.9%
SMALLEST VALUES
101.0
605
0.5%
62
0.6%
102.0
2,631
2.0%
171
1.7%
103.0
487
0.4%
44
0.4%
104.0
580
0.5%
48
0.5%
105.0
1,369
1.1%
95
0.9%
106.0
3,537
2.8%
283
2.8%
107.0
300
0.2%
24
0.2%
108.0
1,668
1.3%
121
1.2%
109.0
1,440
1.1%
95
0.9%
110.0
4,395
3.4%
323
3.2%
112.0
5,981
4.7%
533
5.3%
113.0
16,402
12.8%
1,105
11.0%
114.0
3,298
2.6%
254
2.5%
115.0
392
0.3%
24
0.2%
116.0
279
0.2%
21
0.2%
LARGEST VALUES
308.0
5,855
4.6%
530
5.3%
307.0
2,629
2.0%
156
1.6%
306.0
830
0.6%
66
0.7%
305.0
3,111
2.4%
244
2.4%
304.0
4,594
3.6%
398
4.0%
303.0
5,072
3.9%
360
3.6%
302.0
8,904
6.9%
789
7.8%
301.0
9,858
7.7%
747
7.4%
219.0
714
0.6%
51
0.5%
218.0
1,086
0.8%
97
1.0%
217.0
802
0.6%
67
0.7%
216.0
66
0.1%
3
0.0%
215.0
215
0.2%
15
0.1%
214.0
1,656
1.3%
139
1.4%
213.0
1,041
0.8%
92
0.9%
apache_3j_diagnosis
MISSING:
865
(1%)
108
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
apache_2_diagnosis
0.40
h1_arterial_po2_max
0.24
h1_resprate_min
-0.22
h1_resprate_max
-0.19
h1_platelets_min
-0.19
h1_arterial_pco2_min
-0.19
h1_platelets_max
-0.18
h1_bun_max
-0.18
h1_bun_min
-0.18
h1_hematocrit_min
-0.17
d1_calcium_min
-0.17
d1_diasbp_max
-0.16
h1_arterial_po2_min
0.16
d1_diasbp_noninvasive_max
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.88
icu_admit_source
0.79
elective_surgery
0.78
hospital_admit_source
0.61
icu_type
0.25
intubated_apache
0.13
ventilated_apache
0.10
gcs_eyes_apache
0.07
gcs_verbal_apache
0.05
ethnicity
0.03
icu_stay_type
0.03
gcs_unable_apache
0.03
arf_apache
0.03
gcs_motor_apache
0.03
MOST FREQUENT VALUES
501.05
6,180
4.8%
399
3.9%
107.01
5,981
4.6%
533
5.3%
403.01
5,427
4.2%
414
4.1%
106.01
5,290
4.1%
447
4.4%
703.03
4,191
3.2%
305
3.0%
104.01
4,029
3.1%
291
2.9%
1207.01
3,935
3.0%
364
3.6%
502.01
3,829
3.0%
264
2.6%
102.01
3,272
2.5%
251
2.5%
702.01
2,918
2.3%
171
1.7%
1206.03
2,756
2.1%
198
2.0%
212.01
2,747
2.1%
211
2.1%
206.01
2,631
2.0%
171
1.7%
305.02
2,310
1.8%
179
1.8%
501.02
2,090
1.6%
152
1.5%
SMALLEST VALUES
0.01
2
0.0%
0
0.0%
0.02
1
0.0%
0
0.0%
0.03
1
0.0%
0
0.0%
0.04
5
0.0%
0
0.0%
0.06
2
0.0%
0
0.0%
0.09
4
0.0%
0
0.0%
0.11
17
0.0%
0
0.0%
0.13
5
0.0%
1
0.0%
0.14
5
0.0%
0
0.0%
0.15
3
0.0%
0
0.0%
0.18
4
0.0%
0
0.0%
0.19
19
0.0%
1
0.0%
0.2
31
0.0%
2
0.0%
0.21
3
0.0%
0
0.0%
0.22
102
0.1%
9
0.1%
LARGEST VALUES
2201.05
86
0.1%
8
0.1%
2201.04
6
0.0%
0
0.0%
2201.03
14
0.0%
2
0.0%
2201.02
16
0.0%
2
0.0%
2201.01
24
0.0%
3
0.0%
2101.03
3
0.0%
0
0.0%
2101.01
10
0.0%
0
0.0%
1904.01
333
0.3%
20
0.2%
1903.03
78
0.1%
5
0.0%
1903.02
84
0.1%
6
0.1%
1903.01
93
0.1%
9
0.1%
1902.05
207
0.2%
22
0.2%
1902.04
69
0.1%
3
0.0%
1902.03
150
0.1%
12
0.1%
1902.02
98
0.1%
10
0.1%
apache_post_operative
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
103,200
79%
7,986
78%
22,576
22%
1
26,957
21%
2,248
22%
5,575
21%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
apache_post_operative
PROVIDES INFORMATION ON...
readmission_status
1.00
elective_surgery
0.78
icu_admit_source
0.37
hospital_admit_source
0.13
intubated_apache
0.03
icu_type
0.03
ventilated_apache
0.02
gcs_unable_apache
0.01
aids
0.01
hepatic_failure
0.01
icu_stay_type
0.01
cirrhosis
0.01
gcs_verbal_apache
0.01
gcs_motor_apache
0.00

THESE FEATURES
GIVE INFORMATION
ON apache_post_operative:
icu_admit_source
0.78
elective_surgery
0.74
hospital_admit_source
0.45
icu_type
0.09
intubated_apache
0.03
ventilated_apache
0.03
gcs_verbal_apache
0.01
gcs_motor_apache
0.01
icu_stay_type
0.00
gcs_eyes_apache
0.00
ethnicity
0.00
gcs_unable_apache
0.00
hepatic_failure
0.00
cirrhosis
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
CORRELATION RATIO WITH...
apache_3j_diagnosis
0.88
h1_sysbp_invasive_max
0.62
h1_sysbp_invasive_min
0.60
h1_diasbp_invasive_max
0.60
h1_mbp_invasive_min
0.59
h1_diasbp_invasive_min
0.59
h1_mbp_invasive_max
0.59
d1_sysbp_invasive_max
0.54
d1_sysbp_invasive_min
0.53
d1_diasbp_invasive_max
0.52
d1_mbp_invasive_min
0.52
d1_diasbp_invasive_min
0.51
d1_mbp_invasive_max
0.49
apache_2_diagnosis
0.40
arf_apache
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
126,513
97%
10,037
98%
26,404
21%
1
3,644
3%
197
2%
1,747
48%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
arf_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
diabetes_mellitus
0.01
ethnicity
0.01
aids
0.00
cirrhosis
0.00
leukemia
0.00
hepatic_failure
0.00
apache_post_operative
0.00
elective_surgery
0.00
icu_admit_source
0.00
solid_tumor_with_metastasis
0.00
icu_stay_type
0.00
icu_type
0.00
hospital_admit_source
0.00

THESE FEATURES
GIVE INFORMATION
ON arf_apache:
diabetes_mellitus
0.04
ethnicity
0.03
icu_admit_source
0.01
icu_type
0.01
hospital_admit_source
0.00
apache_post_operative
0.00
elective_surgery
0.00
cirrhosis
0.00
icu_stay_type
0.00
gcs_verbal_apache
0.00
hepatic_failure
0.00
gcs_eyes_apache
0.00
solid_tumor_with_metastasis
0.00
leukemia
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
CORRELATION RATIO WITH...
d1_creatinine_min
0.50
d1_creatinine_max
0.49
creatinine_apache
0.44
d1_bun_max
0.17
d1_bun_min
0.16
h1_creatinine_max
0.15
h1_creatinine_min
0.15
bun_apache
0.15
urineoutput_apache
0.09
d1_potassium_max
0.06
d1_potassium_min
0.05
d1_sysbp_max
0.05
h1_bun_max
0.05
h1_bun_min
0.05
bilirubin_apache
MISSING:
82,560
(63%)
6,310
(62%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_bilirubin_max
1.00
d1_bilirubin_min
0.99
h1_bilirubin_max
0.98
h1_bilirubin_min
0.98
d1_inr_max
0.21
h1_inr_max
0.21
d1_inr_min
0.20
h1_inr_min
0.20
d1_platelets_min
-0.19
d1_lactate_min
0.19
d1_platelets_max
-0.18
d1_lactate_max
0.18
h1_platelets_min
-0.17
h1_platelets_max
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hepatic_failure
0.23
cirrhosis
0.22
icu_admit_source
0.07
gcs_verbal_apache
0.06
hospital_admit_source
0.06
gcs_eyes_apache
0.06
gcs_motor_apache
0.06
icu_type
0.05
elective_surgery
0.05
apache_post_operative
0.05
ethnicity
0.05
intubated_apache
0.04
ventilated_apache
0.04
gender
0.03
MOST FREQUENT VALUES
0.4
5,630
11.8%
458
11.7%
0.5
5,334
11.2%
425
10.8%
0.3
4,738
10.0%
376
9.6%
0.6
4,539
9.5%
390
9.9%
0.7
3,773
7.9%
346
8.8%
0.8
3,125
6.6%
252
6.4%
0.9
2,406
5.1%
200
5.1%
0.2
2,321
4.9%
231
5.9%
1.0
2,003
4.2%
160
4.1%
1.1
1,487
3.1%
133
3.4%
1.2
1,246
2.6%
108
2.8%
1.3
986
2.1%
78
2.0%
1.4
902
1.9%
68
1.7%
1.5
722
1.5%
58
1.5%
1.6
601
1.3%
57
1.5%
SMALLEST VALUES
0.1
291
0.6%
39
1.0%
0.12
1
0.0%
0
0.0%
0.13
2
0.0%
0
0.0%
0.14
4
0.0%
0
0.0%
0.15
3
0.0%
0
0.0%
0.16
1
0.0%
0
0.0%
0.17
5
0.0%
0
0.0%
0.18
2
0.0%
1
0.0%
0.19
1
0.0%
0
0.0%
0.2
2,321
4.9%
231
5.9%
0.21
6
0.0%
1
0.0%
0.22
10
0.0%
0
0.0%
0.23
5
0.0%
0
0.0%
0.24
5
0.0%
1
0.0%
0.25
10
0.0%
2
0.1%
LARGEST VALUES
60.2
1
0.0%
0
0.0%
51.0
1
0.0%
0
0.0%
50.9
1
0.0%
0
0.0%
48.0
1
0.0%
0
0.0%
43.8
1
0.0%
0
0.0%
43.7
1
0.0%
0
0.0%
43.5
1
0.0%
0
0.0%
41.9
1
0.0%
0
0.0%
40.4
1
0.0%
0
0.0%
40.1
1
0.0%
0
0.0%
40.0
1
0.0%
0
0.0%
39.87
1
0.0%
0
0.0%
39.0
1
0.0%
0
0.0%
38.4
1
0.0%
0
0.0%
38.3
1
0.0%
0
0.0%
bun_apache
MISSING:
25,411
(20%)
2,061
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_bun_max
0.99
h1_bun_min
0.97
h1_bun_max
0.97
d1_bun_min
0.97
h1_creatinine_min
0.70
h1_creatinine_max
0.70
creatinine_apache
0.69
d1_creatinine_max
0.68
d1_creatinine_min
0.66
h1_potassium_min
0.38
h1_potassium_max
0.37
d1_potassium_max
0.34
d1_hemaglobin_min
-0.24
age
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.15
diabetes_mellitus
0.13
icu_admit_source
0.13
icu_type
0.13
elective_surgery
0.12
gcs_verbal_apache
0.12
apache_post_operative
0.12
hospital_admit_source
0.11
ventilated_apache
0.10
gcs_motor_apache
0.09
gcs_eyes_apache
0.08
intubated_apache
0.07
gender
0.06
hepatic_failure
0.05
MOST FREQUENT VALUES
13.0
4,715
4.5%
366
4.5%
12.0
4,582
4.4%
363
4.4%
14.0
4,557
4.4%
384
4.7%
15.0
4,474
4.3%
342
4.2%
11.0
4,455
4.3%
338
4.1%
16.0
4,186
4.0%
328
4.0%
10.0
4,072
3.9%
337
4.1%
17.0
3,800
3.6%
318
3.9%
9.0
3,554
3.4%
259
3.2%
18.0
3,548
3.4%
316
3.9%
19.0
3,344
3.2%
264
3.2%
8.0
3,028
2.9%
244
3.0%
20.0
2,982
2.8%
242
3.0%
21.0
2,785
2.7%
216
2.6%
22.0
2,619
2.5%
169
2.1%
SMALLEST VALUES
4.0
1,110
1.1%
88
1.1%
4.3
2
0.0%
0
0.0%
4.4
1
0.0%
0
0.0%
4.6
2
0.0%
0
0.0%
4.7
1
0.0%
0
0.0%
4.8
1
0.0%
0
0.0%
5.0
1,060
1.0%
125
1.5%
5.1
1
0.0%
0
0.0%
5.3
3
0.0%
0
0.0%
5.4
3
0.0%
0
0.0%
5.5
1
0.0%
0
0.0%
5.6
2
0.0%
0
0.0%
5.7
4
0.0%
1
0.0%
5.8
2
0.0%
0
0.0%
5.9
2
0.0%
0
0.0%
LARGEST VALUES
127.0
509
0.5%
2
0.0%
126.0
23
0.0%
1
0.0%
125.0
23
0.0%
2
0.0%
124.0
24
0.0%
0
0.0%
123.0
29
0.0%
2
0.0%
122.2
1
0.0%
0
0.0%
122.0
25
0.0%
3
0.0%
121.0
39
0.0%
1
0.0%
120.0
22
0.0%
1
0.0%
119.0
27
0.0%
5
0.1%
118.0
35
0.0%
3
0.0%
117.0
17
0.0%
2
0.0%
116.0
22
0.0%
0
0.0%
115.0
39
0.0%
2
0.0%
114.0
24
0.0%
2
0.0%
creatinine_apache
MISSING:
24,882
(19%)
2,043
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_creatinine_max
0.99
h1_creatinine_min
0.98
h1_creatinine_max
0.98
d1_creatinine_min
0.97
h1_bun_max
0.70
h1_bun_min
0.70
bun_apache
0.69
d1_bun_max
0.69
d1_bun_min
0.65
h1_potassium_min
0.35
h1_potassium_max
0.34
d1_potassium_max
0.33
d1_hco3_min
-0.22
h1_arterial_ph_max
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.44
diabetes_mellitus
0.12
ethnicity
0.11
icu_type
0.10
gender
0.08
icu_admit_source
0.08
elective_surgery
0.08
gcs_verbal_apache
0.07
hospital_admit_source
0.07
apache_post_operative
0.07
ventilated_apache
0.07
gcs_motor_apache
0.07
intubated_apache
0.06
gcs_eyes_apache
0.06
MOST FREQUENT VALUES
0.8
3,607
3.4%
345
4.2%
0.7
3,459
3.3%
322
3.9%
0.9
2,807
2.7%
276
3.4%
0.6
2,648
2.5%
255
3.1%
1.1
1,842
1.7%
170
2.1%
1.0
1,830
1.7%
166
2.0%
1.2
1,571
1.5%
155
1.9%
0.5
1,567
1.5%
177
2.2%
1.3
1,318
1.3%
128
1.6%
1.4
1,121
1.1%
113
1.4%
0.78
1,000
0.9%
53
0.6%
0.76
999
0.9%
81
1.0%
0.74
971
0.9%
79
1.0%
0.75
962
0.9%
80
1.0%
0.81
961
0.9%
59
0.7%
SMALLEST VALUES
0.3
592
0.6%
0
0.0%
0.305
1
0.0%
0
0.0%
0.31
71
0.1%
6
0.1%
0.316
2
0.0%
0
0.0%
0.32
71
0.1%
8
0.1%
0.33
76
0.1%
4
0.0%
0.34
109
0.1%
7
0.1%
0.348
1
0.0%
0
0.0%
0.35
103
0.1%
14
0.2%
0.36
122
0.1%
7
0.1%
0.37
111
0.1%
13
0.2%
0.376
1
0.0%
0
0.0%
0.38
151
0.1%
7
0.1%
0.38799999999999996
1
0.0%
0
0.0%
0.39
173
0.2%
16
0.2%
LARGEST VALUES
11.18
526
0.5%
0
0.0%
11.17
2
0.0%
0
0.0%
11.12
1
0.0%
0
0.0%
11.11
3
0.0%
0
0.0%
11.1
6
0.0%
0
0.0%
11.08
1
0.0%
0
0.0%
11.07
1
0.0%
0
0.0%
11.06
1
0.0%
0
0.0%
11.05
1
0.0%
0
0.0%
11.03
1
0.0%
0
0.0%
11.01
1
0.0%
0
0.0%
11.0
9
0.0%
0
0.0%
10.98
1
0.0%
0
0.0%
10.97
1
0.0%
0
0.0%
10.95
2
0.0%
0
0.0%
fio2_apache
MISSING:
99,720
(77%)
7,635
(75%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_pao2fio2ratio_min
-0.44
pao2_apache
0.42
h1_pao2fio2ratio_min
-0.35
h1_pao2fio2ratio_max
-0.33
d1_arterial_po2_max
0.32
d1_pao2fio2ratio_max
-0.27
d1_arterial_ph_min
-0.26
d1_lactate_max
0.24
ph_apache
-0.23
d1_lactate_min
0.23
h1_lactate_max
0.22
h1_lactate_min
0.22
d1_spo2_min
-0.19
d1_sysbp_noninvasive_min
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.78
ventilated_apache
0.57
gcs_verbal_apache
0.39
gcs_eyes_apache
0.34
gcs_motor_apache
0.33
hospital_admit_source
0.17
icu_admit_source
0.15
icu_type
0.14
apache_post_operative
0.14
elective_surgery
0.11
gcs_unable_apache
0.11
gender
0.03
icu_stay_type
0.02
ethnicity
0.01
MOST FREQUENT VALUES
1.0
7,083
23.3%
688
26.5%
0.4
5,542
18.2%
468
18.0%
0.5
5,378
17.7%
418
16.1%
0.6
3,029
10.0%
251
9.7%
0.3
1,657
5.4%
129
5.0%
0.21
1,263
4.1%
128
4.9%
0.8
1,115
3.7%
95
3.7%
0.7
1,109
3.6%
84
3.2%
0.35
761
2.5%
61
2.3%
0.28
596
2.0%
39
1.5%
0.25
367
1.2%
18
0.7%
0.9
341
1.1%
22
0.8%
0.45
314
1.0%
24
0.9%
0.36
294
1.0%
25
1.0%
0.32
269
0.9%
23
0.9%
SMALLEST VALUES
0.21
1,263
4.1%
128
4.9%
0.22
7
0.0%
0
0.0%
0.23
26
0.1%
3
0.1%
0.24
60
0.2%
6
0.2%
0.25
367
1.2%
18
0.7%
0.26
34
0.1%
1
0.0%
0.27
132
0.4%
27
1.0%
0.28
596
2.0%
39
1.5%
0.29
24
0.1%
0
0.0%
0.3
1,657
5.4%
129
5.0%
0.302
1
0.0%
0
0.0%
0.31
14
0.0%
2
0.1%
0.32
269
0.9%
23
0.9%
0.33
22
0.1%
10
0.4%
0.34
16
0.1%
2
0.1%
LARGEST VALUES
1.0
7,083
23.3%
688
26.5%
0.996
1
0.0%
0
0.0%
0.99
11
0.0%
1
0.0%
0.985
2
0.0%
0
0.0%
0.9840000000000001
1
0.0%
0
0.0%
0.982
1
0.0%
0
0.0%
0.98
12
0.0%
2
0.1%
0.973
1
0.0%
0
0.0%
0.97
6
0.0%
0
0.0%
0.965
1
0.0%
0
0.0%
0.96
15
0.0%
0
0.0%
0.9520000000000001
1
0.0%
0
0.0%
0.95
76
0.2%
5
0.2%
0.94
4
0.0%
0
0.0%
0.93
2
0.0%
2
0.1%
gcs_eyes_apache
MISSING:
2,190
(2%)
205
(2%)
TOP CATEGORIES
diabetes_mellitus
4.0
91,601
72%
7,256
72%
20,367
22%
3.0
18,662
15%
1,401
14%
4,032
22%
1.0
11,412
9%
898
9%
2,146
19%
2.0
6,292
5%
474
5%
1,297
21%
ALL
127,967
100%
10,029
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gcs_eyes_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
gcs_unable_apache
0.83
gcs_motor_apache
0.49
gcs_verbal_apache
0.36
ventilated_apache
0.17
intubated_apache
0.14
icu_stay_type
0.01
icu_type
0.00
icu_admit_source
0.00
hospital_admit_source
0.00
cirrhosis
0.00
elective_surgery
0.00
aids
0.00
immunosuppression
0.00

THESE FEATURES
GIVE INFORMATION
ON gcs_eyes_apache:
gcs_motor_apache
0.43
gcs_verbal_apache
0.42
ventilated_apache
0.12
intubated_apache
0.07
gcs_unable_apache
0.05
icu_type
0.01
hospital_admit_source
0.01
icu_admit_source
0.00
icu_stay_type
0.00
ethnicity
0.00
elective_surgery
0.00
apache_post_operative
0.00
gender
0.00
diabetes_mellitus
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_eyes_apache
CORRELATION RATIO WITH...
d1_arterial_ph_max
0.37
d1_arterial_ph_min
0.37
d1_arterial_po2_max
0.36
d1_arterial_pco2_max
0.36
fio2_apache
0.34
d1_arterial_po2_min
0.34
ph_apache
0.34
d1_arterial_pco2_min
0.33
d1_pao2fio2ratio_max
0.33
paco2_apache
0.31
paco2_for_ph_apache
0.31
pao2_apache
0.31
d1_pao2fio2ratio_min
0.30
d1_lactate_max
0.25
gcs_motor_apache
MISSING:
2,190
(2%)
205
(2%)
TOP CATEGORIES
diabetes_mellitus
6.0
101,818
80%
8,044
80%
22,684
22%
5.0
10,833
8%
814
8%
2,245
21%
1.0
7,549
6%
594
6%
1,465
19%
4.0
6,457
5%
482
5%
1,213
19%
3.0
807
1%
63
1%
145
18%
2.0
503
0%
32
0%
90
18%
ALL
127,967
100%
10,029
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gcs_motor_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
gcs_unable_apache
0.83
gcs_eyes_apache
0.43
gcs_verbal_apache
0.36
ventilated_apache
0.16
intubated_apache
0.13
elective_surgery
0.01
icu_stay_type
0.01
apache_post_operative
0.01
icu_admit_source
0.01
icu_type
0.00
hospital_admit_source
0.00
cirrhosis
0.00
immunosuppression
0.00

THESE FEATURES
GIVE INFORMATION
ON gcs_motor_apache:
gcs_eyes_apache
0.49
gcs_verbal_apache
0.48
ventilated_apache
0.12
intubated_apache
0.07
gcs_unable_apache
0.06
hospital_admit_source
0.01
icu_type
0.01
icu_admit_source
0.01
elective_surgery
0.00
apache_post_operative
0.00
icu_stay_type
0.00
ethnicity
0.00
gender
0.00
diabetes_mellitus
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_motor_apache
CORRELATION RATIO WITH...
d1_arterial_ph_max
0.35
d1_arterial_ph_min
0.35
d1_arterial_po2_max
0.35
d1_arterial_pco2_max
0.34
fio2_apache
0.33
d1_arterial_po2_min
0.32
d1_pao2fio2ratio_max
0.32
ph_apache
0.32
d1_arterial_pco2_min
0.31
pao2_apache
0.29
paco2_apache
0.29
paco2_for_ph_apache
0.29
d1_pao2fio2ratio_min
0.29
d1_lactate_max
0.26
gcs_unable_apache
MISSING:
709
(1%)
61
(1%)
TOP CATEGORIES
diabetes_mellitus
0.0
127,967
99%
10,029
99%
27,842
22%
1.0
1,481
1%
144
1%
249
17%
ALL
129,448
100%
10,173
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gcs_unable_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
gcs_motor_apache
0.06
gcs_eyes_apache
0.05
gcs_verbal_apache
0.05
ventilated_apache
0.01
intubated_apache
0.01
apache_post_operative
0.00
hospital_admit_source
0.00
elective_surgery
0.00
icu_admit_source
0.00
icu_type
0.00
icu_stay_type
0.00
ethnicity
0.00
leukemia
0.00

THESE FEATURES
GIVE INFORMATION
ON gcs_unable_apache:
gcs_eyes_apache
0.83
gcs_motor_apache
0.83
gcs_verbal_apache
0.83
ventilated_apache
0.14
intubated_apache
0.08
hospital_admit_source
0.04
icu_type
0.02
icu_admit_source
0.02
apache_post_operative
0.01
elective_surgery
0.01
ethnicity
0.01
icu_stay_type
0.00
gender
0.00
diabetes_mellitus
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_unable_apache
CORRELATION RATIO WITH...
fio2_apache
0.11
ph_apache
0.10
d1_arterial_po2_min
0.10
d1_arterial_ph_max
0.10
d1_arterial_ph_min
0.10
d1_arterial_po2_max
0.10
paco2_apache
0.10
paco2_for_ph_apache
0.10
pao2_apache
0.09
d1_arterial_pco2_max
0.09
d1_arterial_pco2_min
0.09
d1_pao2fio2ratio_max
0.09
d1_pao2fio2ratio_min
0.08
d1_diasbp_invasive_max
0.07
gcs_verbal_apache
MISSING:
2,190
(2%)
205
(2%)
TOP CATEGORIES
diabetes_mellitus
5.0
82,227
64%
6,544
65%
18,346
22%
1.0
22,818
18%
1,728
17%
4,600
20%
4.0
15,776
12%
1,229
12%
3,409
22%
3.0
4,384
3%
322
3%
907
21%
2.0
2,762
2%
206
2%
580
21%
ALL
127,967
100%
10,029
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gcs_verbal_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
gcs_unable_apache
0.83
gcs_motor_apache
0.48
gcs_eyes_apache
0.42
ventilated_apache
0.25
intubated_apache
0.20
elective_surgery
0.01
apache_post_operative
0.01
icu_admit_source
0.01
icu_stay_type
0.01
hospital_admit_source
0.01
icu_type
0.01
cirrhosis
0.00
immunosuppression
0.00

THESE FEATURES
GIVE INFORMATION
ON gcs_verbal_apache:
gcs_eyes_apache
0.36
gcs_motor_apache
0.36
ventilated_apache
0.14
intubated_apache
0.08
gcs_unable_apache
0.05
hospital_admit_source
0.01
icu_admit_source
0.01
icu_type
0.01
apache_post_operative
0.01
elective_surgery
0.01
icu_stay_type
0.00
ethnicity
0.00
gender
0.00
diabetes_mellitus
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_verbal_apache
CORRELATION RATIO WITH...
d1_arterial_ph_max
0.43
d1_arterial_ph_min
0.42
d1_arterial_po2_max
0.41
d1_arterial_pco2_max
0.40
fio2_apache
0.39
ph_apache
0.39
d1_arterial_po2_min
0.38
d1_arterial_pco2_min
0.38
d1_pao2fio2ratio_max
0.38
paco2_apache
0.36
paco2_for_ph_apache
0.36
pao2_apache
0.35
d1_pao2fio2ratio_min
0.34
h1_arterial_ph_max
0.27
glucose_apache
MISSING:
14,696
(11%)
1,210
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_glucose_max
0.92
h1_glucose_max
0.83
h1_glucose_min
0.82
d1_glucose_min
0.48
h1_hco3_min
-0.27
h1_hco3_max
-0.27
h1_arterial_ph_max
-0.23
h1_arterial_ph_min
-0.23
h1_lactate_max
0.20
h1_lactate_min
0.20
d1_hco3_min
-0.19
d1_arterial_ph_min
-0.18
d1_lactate_max
0.18
h1_bun_max
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
0.36
ventilated_apache
0.12
intubated_apache
0.11
gcs_motor_apache
0.09
gcs_eyes_apache
0.09
gcs_verbal_apache
0.09
icu_type
0.06
hospital_admit_source
0.03
ethnicity
0.03
icu_admit_source
0.03
gcs_unable_apache
0.02
arf_apache
0.02
gender
0.02
icu_stay_type
0.01
MOST FREQUENT VALUES
92.0
1,373
1.2%
97
1.1%
96.0
1,356
1.2%
109
1.2%
97.0
1,326
1.1%
109
1.2%
95.0
1,307
1.1%
107
1.2%
98.0
1,292
1.1%
91
1.0%
93.0
1,292
1.1%
115
1.3%
99.0
1,286
1.1%
115
1.3%
94.0
1,275
1.1%
99
1.1%
91.0
1,269
1.1%
89
1.0%
100.0
1,255
1.1%
90
1.0%
102.0
1,216
1.1%
92
1.0%
103.0
1,211
1.0%
89
1.0%
90.0
1,210
1.0%
90
1.0%
101.0
1,201
1.0%
103
1.1%
88.0
1,185
1.0%
94
1.0%
SMALLEST VALUES
39.0
584
0.5%
0
0.0%
40.0
47
0.0%
50
0.6%
41.0
51
0.0%
2
0.0%
42.0
64
0.1%
3
0.0%
43.0
47
0.0%
3
0.0%
44.0
45
0.0%
4
0.0%
45.0
46
0.0%
4
0.0%
46.0
66
0.1%
1
0.0%
47.0
71
0.1%
3
0.0%
48.0
71
0.1%
3
0.0%
49.0
71
0.1%
6
0.1%
50.0
81
0.1%
2
0.0%
51.0
81
0.1%
5
0.1%
52.0
79
0.1%
4
0.0%
53.0
79
0.1%
2
0.0%
LARGEST VALUES
598.7
578
0.5%
0
0.0%
598.0
9
0.0%
0
0.0%
597.0
3
0.0%
0
0.0%
596.0
5
0.0%
0
0.0%
595.0
3
0.0%
0
0.0%
594.0
4
0.0%
0
0.0%
593.0
2
0.0%
0
0.0%
592.0
4
0.0%
0
0.0%
591.0
5
0.0%
0
0.0%
590.0
3
0.0%
0
0.0%
589.0
3
0.0%
0
0.0%
588.0
5
0.0%
0
0.0%
587.0
9
0.0%
0
0.0%
586.0
5
0.0%
0
0.0%
585.0
7
0.0%
0
0.0%
heart_rate_apache
MISSING:
309
(0%)
30
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_heartrate_max
0.81
h1_heartrate_max
0.72
h1_heartrate_min
0.69
d1_heartrate_min
0.57
d1_temp_max
0.24
h1_resprate_max
0.21
h1_resprate_min
0.21
resprate_apache
0.20
d1_resprate_max
0.18
d1_sysbp_invasive_min
-0.18
d1_albumin_min
-0.17
albumin_apache
-0.17
d1_wbc_max
0.16
d1_calcium_min
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.12
gcs_verbal_apache
0.12
gcs_motor_apache
0.10
icu_type
0.10
gcs_eyes_apache
0.09
hospital_admit_source
0.09
icu_admit_source
0.09
intubated_apache
0.08
elective_surgery
0.07
apache_post_operative
0.06
immunosuppression
0.06
gender
0.04
ethnicity
0.04
solid_tumor_with_metastasis
0.04
MOST FREQUENT VALUES
100.0
2,609
2.0%
194
1.9%
102.0
2,509
1.9%
188
1.8%
108.0
2,464
1.9%
191
1.9%
104.0
2,426
1.9%
200
2.0%
106.0
2,391
1.8%
196
1.9%
98.0
2,347
1.8%
206
2.0%
110.0
2,345
1.8%
199
2.0%
112.0
2,297
1.8%
179
1.8%
96.0
2,273
1.8%
190
1.9%
60.0
2,264
1.7%
179
1.8%
105.0
2,191
1.7%
151
1.5%
101.0
2,183
1.7%
151
1.5%
114.0
2,162
1.7%
182
1.8%
103.0
2,088
1.6%
153
1.5%
107.0
2,084
1.6%
160
1.6%
SMALLEST VALUES
30.0
745
0.6%
0
0.0%
31.0
97
0.1%
10
0.1%
32.0
129
0.1%
8
0.1%
33.0
109
0.1%
14
0.1%
34.0
144
0.1%
19
0.2%
35.0
152
0.1%
11
0.1%
36.0
180
0.1%
11
0.1%
37.0
182
0.1%
13
0.1%
38.0
228
0.2%
23
0.2%
39.0
256
0.2%
19
0.2%
40.0
328
0.3%
25
0.2%
41.0
312
0.2%
34
0.3%
42.0
455
0.4%
38
0.4%
43.0
470
0.4%
27
0.3%
44.0
638
0.5%
57
0.6%
LARGEST VALUES
178.0
627
0.5%
0
0.0%
177.0
49
0.0%
0
0.0%
176.0
51
0.0%
50
0.5%
175.0
66
0.1%
1
0.0%
174.0
79
0.1%
4
0.0%
173.0
53
0.0%
5
0.0%
172.0
73
0.1%
8
0.1%
171.0
63
0.0%
5
0.0%
170.0
99
0.1%
4
0.0%
169.0
94
0.1%
7
0.1%
168.0
91
0.1%
4
0.0%
167.0
82
0.1%
5
0.0%
166.0
128
0.1%
5
0.0%
165.0
130
0.1%
13
0.1%
164.0
126
0.1%
15
0.1%
hematocrit_apache
MISSING:
26,758
(21%)
2,114
(21%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_hematocrit_min
0.97
d1_hemaglobin_min
0.95
d1_hematocrit_max
0.91
d1_hemaglobin_max
0.87
h1_hematocrit_max
0.87
h1_hematocrit_min
0.86
h1_hemaglobin_min
0.84
h1_hemaglobin_max
0.84
h1_albumin_max
0.44
h1_albumin_min
0.44
albumin_apache
0.42
d1_albumin_min
0.41
d1_albumin_max
0.40
d1_calcium_min
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.09
ventilated_apache
0.08
hospital_admit_source
0.08
icu_admit_source
0.07
gender
0.07
icu_type
0.07
gcs_verbal_apache
0.06
gcs_eyes_apache
0.05
gcs_motor_apache
0.05
ethnicity
0.05
apache_post_operative
0.04
arf_apache
0.03
elective_surgery
0.03
leukemia
0.02
MOST FREQUENT VALUES
34.0
950
0.9%
83
1.0%
36.0
949
0.9%
80
1.0%
35.0
943
0.9%
60
0.7%
33.0
923
0.9%
80
1.0%
32.0
896
0.9%
97
1.2%
31.0
853
0.8%
77
0.9%
37.0
837
0.8%
83
1.0%
29.0
834
0.8%
73
0.9%
30.0
816
0.8%
63
0.8%
28.0
811
0.8%
88
1.1%
38.0
804
0.8%
67
0.8%
39.0
733
0.7%
63
0.8%
27.0
702
0.7%
62
0.8%
26.0
695
0.7%
63
0.8%
40.0
624
0.6%
51
0.6%
SMALLEST VALUES
16.2
543
0.5%
0
0.0%
16.3
25
0.0%
2
0.0%
16.4
26
0.0%
1
0.0%
16.5
29
0.0%
1
0.0%
16.6
13
0.0%
0
0.0%
16.7
25
0.0%
0
0.0%
16.8
29
0.0%
2
0.0%
16.9
24
0.0%
1
0.0%
17.0
58
0.1%
6
0.1%
17.1
28
0.0%
3
0.0%
17.2
28
0.0%
1
0.0%
17.3
34
0.0%
1
0.0%
17.4
36
0.0%
2
0.0%
17.5
31
0.0%
4
0.0%
17.6
30
0.0%
0
0.0%
LARGEST VALUES
51.4
509
0.5%
0
0.0%
51.3
20
0.0%
0
0.0%
51.2
16
0.0%
0
0.0%
51.1
18
0.0%
0
0.0%
51.0
34
0.0%
0
0.0%
50.9
16
0.0%
0
0.0%
50.8
17
0.0%
0
0.0%
50.7
16
0.0%
0
0.0%
50.6
17
0.0%
0
0.0%
50.5
22
0.0%
0
0.0%
50.4
17
0.0%
0
0.0%
50.3
22
0.0%
0
0.0%
50.2
21
0.0%
0
0.0%
50.1
28
0.0%
0
0.0%
50.0
55
0.1%
40
0.5%
intubated_apache
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
109,771
84%
8,499
83%
23,748
22%
1
20,386
16%
1,735
17%
4,403
22%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
intubated_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
ventilated_apache
0.32
gcs_unable_apache
0.08
gcs_verbal_apache
0.08
gcs_motor_apache
0.07
gcs_eyes_apache
0.07
apache_post_operative
0.03
elective_surgery
0.02
icu_admit_source
0.01
hospital_admit_source
0.01
icu_type
0.01
solid_tumor_with_metastasis
0.00
gender
0.00
aids
0.00

THESE FEATURES
GIVE INFORMATION
ON intubated_apache:
ventilated_apache
0.47
gcs_verbal_apache
0.20
gcs_eyes_apache
0.14
gcs_motor_apache
0.13
apache_post_operative
0.03
hospital_admit_source
0.03
icu_admit_source
0.03
elective_surgery
0.03
icu_type
0.02
gcs_unable_apache
0.01
gender
0.00
icu_stay_type
0.00
solid_tumor_with_metastasis
0.00
ethnicity
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
CORRELATION RATIO WITH...
fio2_apache
0.78
ph_apache
0.78
pao2_apache
0.72
paco2_apache
0.72
paco2_for_ph_apache
0.72
d1_pao2fio2ratio_max
0.62
d1_arterial_ph_max
0.59
d1_arterial_ph_min
0.58
d1_arterial_po2_max
0.58
d1_arterial_pco2_max
0.56
d1_pao2fio2ratio_min
0.54
d1_arterial_pco2_min
0.51
d1_arterial_po2_min
0.47
h1_arterial_ph_max
0.42
map_apache
MISSING:
420
(0%)
52
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_noninvasive_max
0.54
d1_mbp_max
0.54
h1_mbp_noninvasive_max
0.48
h1_mbp_max
0.47
d1_sysbp_noninvasive_max
0.47
d1_sysbp_max
0.47
h1_mbp_noninvasive_min
0.44
d1_diasbp_noninvasive_max
0.43
d1_diasbp_max
0.43
h1_mbp_min
0.43
h1_sysbp_noninvasive_max
0.43
h1_sysbp_max
0.42
d1_diasbp_invasive_max
0.40
d1_mbp_min
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ethnicity
0.08
icu_type
0.08
hospital_admit_source
0.04
hepatic_failure
0.04
gender
0.03
cirrhosis
0.03
icu_admit_source
0.03
gcs_verbal_apache
0.03
gcs_motor_apache
0.02
gcs_eyes_apache
0.02
ventilated_apache
0.02
leukemia
0.02
intubated_apache
0.02
immunosuppression
0.02
MOST FREQUENT VALUES
56.0
3,031
2.3%
260
2.6%
54.0
2,922
2.3%
232
2.3%
58.0
2,905
2.2%
245
2.4%
53.0
2,801
2.2%
221
2.2%
55.0
2,800
2.2%
213
2.1%
60.0
2,795
2.2%
207
2.0%
40.0
2,753
2.1%
239
2.3%
57.0
2,721
2.1%
238
2.3%
52.0
2,709
2.1%
242
2.4%
59.0
2,684
2.1%
231
2.3%
51.0
2,596
2.0%
189
1.9%
50.0
2,563
2.0%
233
2.3%
62.0
2,553
2.0%
182
1.8%
61.0
2,523
1.9%
212
2.1%
48.0
2,342
1.8%
196
1.9%
SMALLEST VALUES
40.0
2,753
2.1%
239
2.3%
41.0
2,115
1.6%
175
1.7%
42.0
2,064
1.6%
195
1.9%
42.66
1
0.0%
0
0.0%
43.0
1,927
1.5%
142
1.4%
44.0
1,975
1.5%
170
1.7%
45.0
1,962
1.5%
158
1.6%
46.0
2,097
1.6%
164
1.6%
47.0
2,199
1.7%
160
1.6%
47.66
1
0.0%
0
0.0%
48.0
2,342
1.8%
196
1.9%
49.0
2,322
1.8%
190
1.9%
50.0
2,563
2.0%
233
2.3%
50.66
1
0.0%
0
0.0%
51.0
2,596
2.0%
189
1.9%
LARGEST VALUES
200.0
202
0.2%
19
0.2%
199.0
179
0.1%
11
0.1%
198.0
148
0.1%
15
0.1%
197.0
169
0.1%
15
0.1%
196.0
165
0.1%
12
0.1%
195.0
176
0.1%
17
0.2%
194.0
158
0.1%
11
0.1%
193.0
149
0.1%
12
0.1%
192.0
151
0.1%
15
0.1%
191.0
146
0.1%
8
0.1%
190.0
157
0.1%
7
0.1%
189.0
153
0.1%
12
0.1%
188.0
134
0.1%
9
0.1%
187.0
127
0.1%
12
0.1%
186.0
152
0.1%
10
0.1%
paco2_apache
MISSING:
99,720
(77%)
7,635
(75%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
paco2_for_ph_apache
1.00
d1_arterial_pco2_min
0.83
d1_arterial_pco2_max
0.81
h1_arterial_pco2_min
0.73
h1_arterial_pco2_max
0.72
d1_hco3_max
0.53
d1_hco3_min
0.52
h1_hco3_min
0.46
h1_hco3_max
0.46
ph_apache
-0.39
d1_arterial_ph_max
-0.27
d1_arterial_ph_min
-0.27
h1_arterial_ph_min
-0.26
h1_arterial_ph_max
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.72
ventilated_apache
0.56
gcs_verbal_apache
0.36
gcs_eyes_apache
0.31
gcs_motor_apache
0.29
hospital_admit_source
0.17
icu_admit_source
0.14
icu_type
0.14
apache_post_operative
0.13
elective_surgery
0.12
gcs_unable_apache
0.10
gender
0.03
icu_stay_type
0.02
ethnicity
0.01
MOST FREQUENT VALUES
38.0
821
2.7%
70
2.7%
41.0
811
2.7%
75
2.9%
40.0
790
2.6%
69
2.7%
39.0
764
2.5%
75
2.9%
42.0
756
2.5%
64
2.5%
37.0
755
2.5%
66
2.5%
43.0
709
2.3%
66
2.5%
35.0
708
2.3%
51
2.0%
36.0
684
2.2%
63
2.4%
44.0
621
2.0%
51
2.0%
45.0
616
2.0%
41
1.6%
33.0
588
1.9%
52
2.0%
34.0
586
1.9%
60
2.3%
32.0
525
1.7%
51
2.0%
46.0
522
1.7%
42
1.6%
SMALLEST VALUES
18.0
176
0.6%
0
0.0%
18.1
1
0.0%
0
0.0%
18.2
3
0.0%
0
0.0%
18.3
3
0.0%
0
0.0%
18.4
1
0.0%
0
0.0%
18.6
2
0.0%
0
0.0%
18.7
1
0.0%
0
0.0%
18.8
2
0.0%
0
0.0%
18.9
2
0.0%
0
0.0%
19.0
28
0.1%
3
0.1%
19.1
4
0.0%
0
0.0%
19.2
2
0.0%
0
0.0%
19.3
4
0.0%
0
0.0%
19.4
3
0.0%
0
0.0%
19.5
2
0.0%
1
0.0%
LARGEST VALUES
95.0
152
0.5%
0
0.0%
94.9
1
0.0%
0
0.0%
94.5
1
0.0%
0
0.0%
94.4
1
0.0%
0
0.0%
94.3
1
0.0%
0
0.0%
94.2
1
0.0%
0
0.0%
94.1
1
0.0%
0
0.0%
94.0
9
0.0%
0
0.0%
93.8
1
0.0%
0
0.0%
93.4
1
0.0%
0
0.0%
93.2
1
0.0%
0
0.0%
93.0
8
0.0%
1
0.0%
92.9
1
0.0%
0
0.0%
92.8
2
0.0%
0
0.0%
92.7
1
0.0%
0
0.0%
paco2_for_ph_apache
MISSING:
99,720
(77%)
7,635
(75%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
paco2_apache
1.00
d1_arterial_pco2_min
0.83
d1_arterial_pco2_max
0.81
h1_arterial_pco2_min
0.73
h1_arterial_pco2_max
0.72
d1_hco3_max
0.53
d1_hco3_min
0.52
h1_hco3_min
0.46
h1_hco3_max
0.46
ph_apache
-0.39
d1_arterial_ph_max
-0.27
d1_arterial_ph_min
-0.27
h1_arterial_ph_min
-0.26
h1_arterial_ph_max
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.72
ventilated_apache
0.56
gcs_verbal_apache
0.36
gcs_eyes_apache
0.31
gcs_motor_apache
0.29
hospital_admit_source
0.17
icu_admit_source
0.14
icu_type
0.14
apache_post_operative
0.13
elective_surgery
0.12
gcs_unable_apache
0.10
gender
0.03
icu_stay_type
0.02
ethnicity
0.01
MOST FREQUENT VALUES
38.0
821
2.7%
70
2.7%
41.0
811
2.7%
75
2.9%
40.0
790
2.6%
69
2.7%
39.0
764
2.5%
75
2.9%
42.0
756
2.5%
64
2.5%
37.0
755
2.5%
66
2.5%
43.0
709
2.3%
66
2.5%
35.0
708
2.3%
51
2.0%
36.0
684
2.2%
63
2.4%
44.0
621
2.0%
51
2.0%
45.0
616
2.0%
41
1.6%
33.0
588
1.9%
52
2.0%
34.0
586
1.9%
60
2.3%
32.0
525
1.7%
51
2.0%
46.0
522
1.7%
42
1.6%
SMALLEST VALUES
18.0
176
0.6%
0
0.0%
18.1
1
0.0%
0
0.0%
18.2
3
0.0%
0
0.0%
18.3
3
0.0%
0
0.0%
18.4
1
0.0%
0
0.0%
18.6
2
0.0%
0
0.0%
18.7
1
0.0%
0
0.0%
18.8
2
0.0%
0
0.0%
18.9
2
0.0%
0
0.0%
19.0
28
0.1%
3
0.1%
19.1
4
0.0%
0
0.0%
19.2
2
0.0%
0
0.0%
19.3
4
0.0%
0
0.0%
19.4
3
0.0%
0
0.0%
19.5
2
0.0%
1
0.0%
LARGEST VALUES
95.0
152
0.5%
0
0.0%
94.9
1
0.0%
0
0.0%
94.5
1
0.0%
0
0.0%
94.4
1
0.0%
0
0.0%
94.3
1
0.0%
0
0.0%
94.2
1
0.0%
0
0.0%
94.1
1
0.0%
0
0.0%
94.0
9
0.0%
0
0.0%
93.8
1
0.0%
0
0.0%
93.4
1
0.0%
0
0.0%
93.2
1
0.0%
0
0.0%
93.0
8
0.0%
1
0.0%
92.9
1
0.0%
0
0.0%
92.8
2
0.0%
0
0.0%
92.7
1
0.0%
0
0.0%
pao2_apache
MISSING:
99,720
(77%)
7,635
(75%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_arterial_po2_max
0.68
d1_arterial_po2_min
0.62
h1_arterial_po2_min
0.60
h1_arterial_po2_max
0.56
d1_pao2fio2ratio_max
0.47
h1_pao2fio2ratio_min
0.45
d1_pao2fio2ratio_min
0.45
h1_pao2fio2ratio_max
0.45
fio2_apache
0.42
h1_spo2_max
0.15
d1_arterial_pco2_min
-0.14
h1_arterial_pco2_min
-0.13
d1_spo2_max
0.12
paco2_apache
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.72
ventilated_apache
0.51
gcs_verbal_apache
0.35
gcs_eyes_apache
0.31
gcs_motor_apache
0.29
hospital_admit_source
0.16
apache_post_operative
0.15
icu_admit_source
0.15
icu_type
0.13
elective_surgery
0.13
gcs_unable_apache
0.09
icu_stay_type
0.02
ethnicity
0.02
gender
0.02
MOST FREQUENT VALUES
76.0
303
1.0%
27
1.0%
78.0
293
1.0%
20
0.8%
75.0
282
0.9%
27
1.0%
80.0
275
0.9%
21
0.8%
71.0
274
0.9%
18
0.7%
74.0
273
0.9%
20
0.8%
82.0
273
0.9%
31
1.2%
73.0
272
0.9%
21
0.8%
72.0
271
0.9%
20
0.8%
69.0
270
0.9%
18
0.7%
79.0
268
0.9%
19
0.7%
81.0
268
0.9%
23
0.9%
77.0
267
0.9%
22
0.8%
68.0
266
0.9%
15
0.6%
70.0
260
0.9%
18
0.7%
SMALLEST VALUES
31.0
162
0.5%
0
0.0%
31.1
1
0.0%
0
0.0%
31.4
1
0.0%
0
0.0%
31.7
2
0.0%
0
0.0%
31.9
1
0.0%
0
0.0%
32.0
20
0.1%
2
0.1%
32.1
1
0.0%
0
0.0%
32.2
1
0.0%
0
0.0%
32.3
1
0.0%
0
0.0%
33.0
29
0.1%
2
0.1%
33.1
2
0.0%
0
0.0%
33.3
1
0.0%
0
0.0%
33.5
1
0.0%
0
0.0%
33.6
1
0.0%
0
0.0%
34.0
19
0.1%
1
0.0%
LARGEST VALUES
498.0
149
0.5%
1
0.0%
497.2
1
0.0%
0
0.0%
497.0
3
0.0%
0
0.0%
496.0
5
0.0%
0
0.0%
495.7
1
0.0%
0
0.0%
495.0
3
0.0%
0
0.0%
494.9
1
0.0%
0
0.0%
494.8
1
0.0%
0
0.0%
494.0
3
0.0%
0
0.0%
493.0
2
0.0%
0
0.0%
492.0
3
0.0%
0
0.0%
491.0
4
0.0%
1
0.0%
490.0
3
0.0%
0
0.0%
489.0
7
0.0%
0
0.0%
488.0
6
0.0%
0
0.0%
ph_apache
MISSING:
99,720
(77%)
7,635
(75%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_arterial_ph_min
0.77
d1_arterial_ph_max
0.72
h1_arterial_ph_min
0.64
h1_arterial_ph_max
0.63
d1_lactate_max
-0.39
paco2_apache
-0.39
paco2_for_ph_apache
-0.39
d1_lactate_min
-0.37
d1_hco3_min
0.35
h1_hco3_min
0.34
h1_hco3_max
0.34
h1_lactate_max
-0.31
h1_lactate_min
-0.31
d1_arterial_pco2_max
-0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.78
ventilated_apache
0.58
gcs_verbal_apache
0.39
gcs_eyes_apache
0.34
gcs_motor_apache
0.32
hospital_admit_source
0.18
icu_admit_source
0.16
apache_post_operative
0.15
icu_type
0.15
elective_surgery
0.13
gcs_unable_apache
0.10
gender
0.03
icu_stay_type
0.02
ethnicity
0.02
MOST FREQUENT VALUES
7.36
1,033
3.4%
94
3.6%
7.38
1,027
3.4%
91
3.5%
7.37
1,004
3.3%
91
3.5%
7.35
987
3.2%
82
3.2%
7.34
976
3.2%
79
3.0%
7.4
960
3.2%
84
3.2%
7.33
923
3.0%
75
2.9%
7.39
917
3.0%
84
3.2%
7.32
855
2.8%
79
3.0%
7.41
854
2.8%
80
3.1%
7.42
769
2.5%
83
3.2%
7.31
762
2.5%
56
2.2%
7.3
713
2.3%
62
2.4%
7.43
684
2.2%
61
2.3%
7.44
673
2.2%
55
2.1%
SMALLEST VALUES
6.960539999999999
176
0.6%
0
0.0%
6.962999999999999
4
0.0%
0
0.0%
6.966
1
0.0%
0
0.0%
6.97
18
0.1%
0
0.0%
6.971
1
0.0%
0
0.0%
6.974
1
0.0%
0
0.0%
6.98
10
0.0%
0
0.0%
6.982
2
0.0%
0
0.0%
6.984
1
0.0%
0
0.0%
6.985
1
0.0%
0
0.0%
6.987
2
0.0%
0
0.0%
6.9879999999999995
2
0.0%
0
0.0%
6.99
12
0.0%
0
0.0%
6.992000000000001
1
0.0%
0
0.0%
6.992999999999999
1
0.0%
0
0.0%
LARGEST VALUES
7.59
143
0.5%
0
0.0%
7.587999999999999
2
0.0%
0
0.0%
7.586
5
0.0%
0
0.0%
7.584
1
0.0%
0
0.0%
7.582999999999999
1
0.0%
0
0.0%
7.581
4
0.0%
0
0.0%
7.58
32
0.1%
12
0.5%
7.577999999999999
1
0.0%
0
0.0%
7.5760000000000005
3
0.0%
0
0.0%
7.575
1
0.0%
0
0.0%
7.574
1
0.0%
1
0.0%
7.5729999999999995
3
0.0%
0
0.0%
7.572
1
0.0%
0
0.0%
7.571000000000001
2
0.0%
0
0.0%
7.57
49
0.2%
2
0.1%
resprate_apache
MISSING:
808
(1%)
64
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_resprate_max
0.59
h1_resprate_max
0.51
h1_resprate_min
0.41
d1_resprate_min
0.33
heart_rate_apache
0.20
d1_heartrate_max
0.19
h1_heartrate_min
0.18
h1_heartrate_max
0.18
apache_3j_diagnosis
-0.15
h1_arterial_po2_max
-0.15
d1_pao2fio2ratio_max
-0.15
d1_heartrate_min
0.14
d1_mbp_noninvasive_max
0.13
d1_mbp_max
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.17
hospital_admit_source
0.16
apache_post_operative
0.16
elective_surgery
0.16
icu_type
0.12
gcs_verbal_apache
0.06
ethnicity
0.06
gender
0.06
gcs_motor_apache
0.05
gcs_eyes_apache
0.03
immunosuppression
0.03
ventilated_apache
0.03
gcs_unable_apache
0.03
leukemia
0.02
MOST FREQUENT VALUES
10.0
6,650
5.1%
557
5.5%
12.0
6,368
4.9%
515
5.1%
11.0
5,973
4.6%
494
4.9%
9.0
5,298
4.1%
449
4.4%
4.0
5,179
4.0%
475
4.7%
8.0
4,630
3.6%
392
3.9%
28.0
4,492
3.5%
339
3.3%
30.0
4,465
3.5%
332
3.3%
29.0
4,221
3.3%
298
2.9%
31.0
3,892
3.0%
272
2.7%
27.0
3,805
2.9%
267
2.6%
32.0
3,773
2.9%
287
2.8%
33.0
3,657
2.8%
268
2.6%
7.0
3,585
2.8%
304
3.0%
13.0
3,580
2.8%
269
2.6%
SMALLEST VALUES
4.0
5,179
4.0%
475
4.7%
5.0
3,020
2.3%
280
2.8%
5.9
2
0.0%
0
0.0%
6.0
3,104
2.4%
272
2.7%
6.2
1
0.0%
0
0.0%
6.8
1
0.0%
0
0.0%
7.0
3,585
2.8%
304
3.0%
7.1
2
0.0%
0
0.0%
7.2
1
0.0%
0
0.0%
7.3
1
0.0%
0
0.0%
7.8
1
0.0%
0
0.0%
8.0
4,630
3.6%
392
3.9%
8.4
1
0.0%
0
0.0%
8.6
2
0.0%
0
0.0%
9.0
5,298
4.1%
449
4.4%
LARGEST VALUES
60.0
1,261
1.0%
102
1.0%
59.0
864
0.7%
63
0.6%
58.0
693
0.5%
48
0.5%
57.0
671
0.5%
48
0.5%
56.0
690
0.5%
71
0.7%
55.0
661
0.5%
55
0.5%
54.0
686
0.5%
38
0.4%
53.0
685
0.5%
55
0.5%
52.0
749
0.6%
53
0.5%
51.0
734
0.6%
55
0.5%
50.0
872
0.7%
61
0.6%
49.0
922
0.7%
56
0.6%
48.0
1,008
0.8%
81
0.8%
47.0
1,075
0.8%
78
0.8%
46.0
1,169
0.9%
87
0.9%
sodium_apache
MISSING:
24,519
(19%)
1,993
(19%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_sodium_min
0.92
d1_sodium_max
0.89
h1_sodium_max
0.86
h1_sodium_min
0.86
h1_platelets_min
-0.13
h1_platelets_max
-0.13
d1_potassium_max
-0.12
h1_potassium_min
-0.11
h1_potassium_max
-0.11
bilirubin_apache
-0.11
d1_bilirubin_min
-0.11
d1_bilirubin_max
-0.10
h1_bilirubin_max
-0.10
h1_bilirubin_min
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.13
intubated_apache
0.12
gcs_verbal_apache
0.10
icu_type
0.09
gcs_eyes_apache
0.09
gcs_motor_apache
0.08
icu_admit_source
0.06
hospital_admit_source
0.06
ethnicity
0.04
apache_post_operative
0.04
diabetes_mellitus
0.03
icu_stay_type
0.03
gender
0.03
gcs_unable_apache
0.03
MOST FREQUENT VALUES
139.0
10,716
10.1%
809
9.8%
138.0
10,699
10.1%
891
10.8%
140.0
9,853
9.3%
777
9.4%
137.0
9,719
9.2%
755
9.2%
136.0
8,511
8.1%
654
7.9%
141.0
8,049
7.6%
646
7.8%
135.0
6,661
6.3%
523
6.3%
142.0
6,265
5.9%
497
6.0%
134.0
5,374
5.1%
368
4.5%
143.0
4,125
3.9%
342
4.1%
133.0
3,723
3.5%
270
3.3%
132.0
2,798
2.6%
219
2.7%
144.0
2,574
2.4%
177
2.1%
131.0
2,114
2.0%
160
1.9%
145.0
1,575
1.5%
132
1.6%
SMALLEST VALUES
117.0
662
0.6%
53
0.6%
118.0
93
0.1%
1
0.0%
119.0
122
0.1%
9
0.1%
120.0
127
0.1%
16
0.2%
120.4
1
0.0%
0
0.0%
121.0
172
0.2%
17
0.2%
122.0
211
0.2%
13
0.2%
122.4
1
0.0%
0
0.0%
123.0
250
0.2%
24
0.3%
123.4
1
0.0%
0
0.0%
124.0
285
0.3%
18
0.2%
125.0
388
0.4%
28
0.3%
125.3
1
0.0%
0
0.0%
126.0
467
0.4%
35
0.4%
127.0
620
0.6%
51
0.6%
LARGEST VALUES
158.0
474
0.4%
38
0.5%
157.0
84
0.1%
6
0.1%
156.0
96
0.1%
7
0.1%
155.0
146
0.1%
10
0.1%
154.0
153
0.1%
17
0.2%
153.0
223
0.2%
12
0.1%
152.0
278
0.3%
14
0.2%
151.1
1
0.0%
0
0.0%
151.0
327
0.3%
37
0.4%
150.0
480
0.5%
41
0.5%
149.0
625
0.6%
48
0.6%
148.0
805
0.8%
70
0.8%
147.1
1
0.0%
0
0.0%
147.0
1,004
1.0%
78
0.9%
146.0
1,207
1.1%
98
1.2%
temp_apache
MISSING:
6,611
(5%)
671
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_temp_min
0.79
h1_temp_min
0.65
h1_temp_max
0.61
d1_temp_max
0.41
h1_lactate_max
-0.28
h1_lactate_min
-0.28
d1_lactate_max
-0.25
d1_arterial_ph_min
0.22
d1_lactate_min
-0.22
h1_arterial_ph_min
0.20
h1_arterial_ph_max
0.18
d1_heartrate_min
0.18
ph_apache
0.16
h1_heartrate_min
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.12
ethnicity
0.10
gcs_eyes_apache
0.08
gcs_verbal_apache
0.08
gcs_motor_apache
0.08
icu_admit_source
0.05
hospital_admit_source
0.04
gender
0.04
icu_stay_type
0.03
gcs_unable_apache
0.01
immunosuppression
0.01
arf_apache
0.01
lymphoma
0.01
solid_tumor_with_metastasis
0.01
MOST FREQUENT VALUES
36.4
13,118
10.6%
975
10.2%
36.6
12,050
9.8%
851
8.9%
36.7
11,516
9.3%
846
8.8%
36.3
9,139
7.4%
639
6.7%
36.5
8,813
7.1%
651
6.8%
36.8
8,284
6.7%
659
6.9%
36.2
6,413
5.2%
503
5.3%
36.1
6,007
4.9%
441
4.6%
36.9
5,503
4.5%
429
4.5%
36.0
4,322
3.5%
332
3.5%
37.0
3,294
2.7%
279
2.9%
35.9
2,900
2.3%
231
2.4%
37.1
2,854
2.3%
234
2.4%
35.8
2,550
2.1%
188
2.0%
37.2
2,164
1.8%
171
1.8%
SMALLEST VALUES
32.1
789
0.6%
6
0.1%
32.16
1
0.0%
0
0.0%
32.2
93
0.1%
5
0.1%
32.22
1
0.0%
0
0.0%
32.27
1
0.0%
0
0.0%
32.3
82
0.1%
4
0.0%
32.33
2
0.0%
0
0.0%
32.39
1
0.0%
0
0.0%
32.4
69
0.1%
5
0.1%
32.5
84
0.1%
5
0.1%
32.6
101
0.1%
3
0.0%
32.7
91
0.1%
4
0.0%
32.72
2
0.0%
0
0.0%
32.8
108
0.1%
9
0.1%
32.88
1
0.0%
0
0.0%
LARGEST VALUES
39.7
566
0.5%
7
0.1%
39.66
4
0.0%
0
0.0%
39.61
7
0.0%
0
0.0%
39.6
153
0.1%
13
0.1%
39.55
9
0.0%
2
0.0%
39.5
209
0.2%
15
0.2%
39.44
10
0.0%
2
0.0%
39.4
324
0.3%
30
0.3%
39.39
1
0.0%
0
0.0%
39.38
9
0.0%
2
0.0%
39.33
10
0.0%
3
0.0%
39.3
226
0.2%
23
0.2%
39.28
2
0.0%
0
0.0%
39.27
10
0.0%
0
0.0%
39.22
4
0.0%
2
0.0%
urineoutput_apache
MISSING:
63,167
(49%)
5,190
(51%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
age
-0.18
d1_creatinine_min
-0.17
d1_lactate_min
-0.17
d1_bun_min
-0.17
h1_bun_min
-0.16
h1_bun_max
-0.16
creatinine_apache
-0.16
bun_apache
-0.15
d1_bun_max
-0.15
d1_creatinine_max
-0.15
d1_diasbp_invasive_min
0.15
d1_lactate_max
-0.15
h1_creatinine_min
-0.15
h1_creatinine_max
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.09
icu_type
0.07
hospital_admit_source
0.07
gcs_verbal_apache
0.07
ethnicity
0.07
gender
0.07
gcs_motor_apache
0.07
gcs_eyes_apache
0.06
ventilated_apache
0.05
icu_admit_source
0.04
elective_surgery
0.04
apache_post_operative
0.04
cirrhosis
0.03
icu_stay_type
0.02
MOST FREQUENT VALUES
0.0
1,279
1.9%
47
0.9%
8716.669632
335
0.5%
0
0.0%
1799.9712
46
0.1%
0
0.0%
899.9424
35
0.1%
0
0.0%
2399.9328
32
0.0%
0
0.0%
1439.9424
31
0.0%
0
0.0%
2879.9712
25
0.0%
0
0.0%
1107.6480000000001
25
0.0%
0
0.0%
1199.9232
25
0.0%
0
0.0%
2117.5776
25
0.0%
0
0.0%
1636.3296
24
0.0%
0
0.0%
959.9904
24
0.0%
0
0.0%
654.48
24
0.0%
0
0.0%
1714.2624
24
0.0%
0
0.0%
2057.0976
24
0.0%
0
0.0%
SMALLEST VALUES
0.0
1,279
1.9%
47
0.9%
0.6912
4
0.0%
0
0.0%
0.7776
15
0.0%
0
0.0%
0.8640000000000001
11
0.0%
0
0.0%
0.9504
7
0.0%
0
0.0%
1.0368
10
0.0%
0
0.0%
1.1232
10
0.0%
0
0.0%
1.2096
13
0.0%
0
0.0%
1.296
11
0.0%
0
0.0%
1.3824
12
0.0%
0
0.0%
1.4688
17
0.0%
0
0.0%
1.5552
11
0.0%
0
0.0%
1.6416
5
0.0%
0
0.0%
1.7280000000000002
12
0.0%
0
0.0%
1.8144
14
0.0%
0
0.0%
LARGEST VALUES
8716.669632
335
0.5%
0
0.0%
8715.168
1
0.0%
0
0.0%
8708.688
1
0.0%
0
0.0%
8698.8384
1
0.0%
0
0.0%
8696.3328
1
0.0%
0
0.0%
8675.9424
1
0.0%
0
0.0%
8670.1536
1
0.0%
0
0.0%
8658.144
1
0.0%
0
0.0%
8640.0
1
0.0%
0
0.0%
8634.6432
1
0.0%
0
0.0%
8633.088
1
0.0%
0
0.0%
8631.2736
1
0.0%
0
0.0%
8626.5216
1
0.0%
0
0.0%
8622.0288
1
0.0%
0
0.0%
8619.696
1
0.0%
0
0.0%
ventilated_apache
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
87,149
67%
6,871
67%
18,549
21%
1
43,008
33%
3,363
33%
9,602
22%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ventilated_apache
PROVIDES INFORMATION ON...
readmission_status
1.00
intubated_apache
0.47
gcs_unable_apache
0.14
gcs_verbal_apache
0.14
gcs_motor_apache
0.12
gcs_eyes_apache
0.12
apache_post_operative
0.03
elective_surgery
0.02
icu_admit_source
0.01
hospital_admit_source
0.01
icu_type
0.00
icu_stay_type
0.00
solid_tumor_with_metastasis
0.00
aids
0.00

THESE FEATURES
GIVE INFORMATION
ON ventilated_apache:
intubated_apache
0.32
gcs_verbal_apache
0.25
gcs_eyes_apache
0.17
gcs_motor_apache
0.16
hospital_admit_source
0.03
apache_post_operative
0.02
icu_admit_source
0.02
elective_surgery
0.01
gcs_unable_apache
0.01
icu_type
0.01
icu_stay_type
0.00
gender
0.00
solid_tumor_with_metastasis
0.00
ethnicity
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
CORRELATION RATIO WITH...
d1_arterial_pco2_max
0.62
d1_arterial_ph_max
0.61
d1_arterial_ph_min
0.61
d1_arterial_pco2_min
0.59
ph_apache
0.58
d1_arterial_po2_max
0.57
fio2_apache
0.57
paco2_apache
0.56
paco2_for_ph_apache
0.56
d1_pao2fio2ratio_max
0.54
d1_arterial_po2_min
0.52
pao2_apache
0.51
d1_pao2fio2ratio_min
0.49
h1_arterial_ph_max
0.43
wbc_apache
MISSING:
29,475
(23%)
2,376
(23%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_wbc_max
0.97
d1_wbc_min
0.92
h1_wbc_max
0.89
h1_wbc_min
0.89
d1_platelets_max
0.26
h1_platelets_max
0.25
h1_platelets_min
0.24
d1_platelets_min
0.21
d1_hco3_min
-0.20
d1_heartrate_max
0.17
d1_albumin_min
-0.17
d1_lactate_max
0.16
h1_heartrate_max
0.16
albumin_apache
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.19
intubated_apache
0.18
gcs_verbal_apache
0.14
icu_admit_source
0.12
apache_post_operative
0.12
gcs_motor_apache
0.12
gcs_eyes_apache
0.12
hospital_admit_source
0.11
elective_surgery
0.10
icu_type
0.08
ethnicity
0.04
gcs_unable_apache
0.04
icu_stay_type
0.02
gender
0.02
MOST FREQUENT VALUES
8.4
815
0.8%
72
0.9%
8.0
808
0.8%
67
0.9%
7.4
806
0.8%
50
0.6%
7.8
801
0.8%
67
0.9%
7.9
793
0.8%
65
0.8%
7.6
787
0.8%
62
0.8%
8.8
784
0.8%
67
0.9%
8.2
773
0.8%
71
0.9%
7.0
766
0.8%
56
0.7%
8.6
764
0.8%
65
0.8%
9.2
755
0.7%
48
0.6%
8.1
749
0.7%
65
0.8%
8.3
747
0.7%
47
0.6%
7.2
743
0.7%
66
0.8%
8.9
739
0.7%
64
0.8%
SMALLEST VALUES
0.9
535
0.5%
2
0.0%
0.92
1
0.0%
1
0.0%
0.93
1
0.0%
0
0.0%
0.94
1
0.0%
0
0.0%
0.95
1
0.0%
0
0.0%
0.97
2
0.0%
0
0.0%
0.98
1
0.0%
0
0.0%
1.0
49
0.0%
3
0.0%
1.03
1
0.0%
0
0.0%
1.05
3
0.0%
0
0.0%
1.06
1
0.0%
0
0.0%
1.07
1
0.0%
0
0.0%
1.1
39
0.0%
4
0.1%
1.11
1
0.0%
0
0.0%
1.12
2
0.0%
0
0.0%
LARGEST VALUES
45.8
500
0.5%
0
0.0%
45.7
6
0.0%
0
0.0%
45.68
2
0.0%
0
0.0%
45.6
2
0.0%
0
0.0%
45.5
3
0.0%
0
0.0%
45.49
1
0.0%
0
0.0%
45.4
5
0.0%
0
0.0%
45.35
1
0.0%
0
0.0%
45.3
5
0.0%
0
0.0%
45.2
1
0.0%
0
0.0%
45.14
1
0.0%
0
0.0%
45.1
6
0.0%
0
0.0%
45.06
1
0.0%
0
0.0%
45.0
6
0.0%
0
0.0%
44.95
1
0.0%
0
0.0%
d1_diasbp_invasive_max
MISSING:
95,068
(73%)
7,325
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_invasive_max
0.56
d1_mbp_invasive_max
0.47
d1_sysbp_invasive_max
0.46
map_apache
0.40
h1_diasbp_invasive_min
0.39
h1_mbp_invasive_max
0.33
d1_diasbp_max
0.32
h1_diasbp_max
0.32
d1_mbp_max
0.31
d1_mbp_noninvasive_max
0.30
h1_mbp_max
0.30
d1_diasbp_noninvasive_max
0.29
h1_mbp_invasive_min
0.29
h1_mbp_noninvasive_max
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.52
icu_admit_source
0.52
elective_surgery
0.50
hospital_admit_source
0.44
intubated_apache
0.31
ventilated_apache
0.30
icu_type
0.28
gcs_verbal_apache
0.22
gcs_eyes_apache
0.18
gcs_motor_apache
0.18
gcs_unable_apache
0.07
gender
0.05
icu_stay_type
0.04
ethnicity
0.03
MOST FREQUENT VALUES
74.0
993
2.8%
77
2.6%
76.0
942
2.7%
70
2.4%
70.0
929
2.6%
70
2.4%
78.0
924
2.6%
84
2.9%
68.0
920
2.6%
70
2.4%
72.0
919
2.6%
85
2.9%
66.0
888
2.5%
66
2.3%
80.0
817
2.3%
54
1.9%
67.0
804
2.3%
67
2.3%
73.0
789
2.2%
67
2.3%
64.0
773
2.2%
82
2.8%
75.0
753
2.1%
78
2.7%
84.0
752
2.1%
77
2.6%
71.0
747
2.1%
59
2.0%
62.0
745
2.1%
61
2.1%
SMALLEST VALUES
37.0
193
0.6%
0
0.0%
38.0
31
0.1%
0
0.0%
39.0
28
0.1%
0
0.0%
40.0
43
0.1%
0
0.0%
41.0
37
0.1%
3
0.1%
42.0
47
0.1%
4
0.1%
43.0
71
0.2%
2
0.1%
44.0
102
0.3%
10
0.3%
45.0
79
0.2%
8
0.3%
46.0
98
0.3%
22
0.8%
47.0
104
0.3%
14
0.5%
48.0
152
0.4%
16
0.6%
49.0
138
0.4%
14
0.5%
50.0
244
0.7%
12
0.4%
51.0
197
0.6%
17
0.6%
LARGEST VALUES
181.0
171
0.5%
1
0.0%
180.0
6
0.0%
1
0.0%
179.0
10
0.0%
2
0.1%
178.0
20
0.1%
1
0.0%
177.0
10
0.0%
1
0.0%
176.0
8
0.0%
2
0.1%
175.0
7
0.0%
1
0.0%
174.0
9
0.0%
1
0.0%
173.0
4
0.0%
0
0.0%
172.0
12
0.0%
5
0.2%
171.0
12
0.0%
0
0.0%
170.0
11
0.0%
0
0.0%
169.0
11
0.0%
1
0.0%
168.0
9
0.0%
0
0.0%
167.0
13
0.0%
1
0.0%
d1_diasbp_invasive_min
MISSING:
95,068
(73%)
7,325
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_invasive_min
0.75
h1_diasbp_invasive_min
0.66
d1_sysbp_invasive_min
0.61
h1_mbp_invasive_min
0.53
d1_diasbp_min
0.49
d1_diasbp_noninvasive_min
0.47
h1_diasbp_invasive_max
0.46
h1_diasbp_min
0.46
d1_mbp_min
0.45
d1_mbp_noninvasive_min
0.43
h1_diasbp_noninvasive_min
0.42
h1_mbp_min
0.41
h1_mbp_noninvasive_min
0.39
d1_sysbp_min
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.51
icu_admit_source
0.51
elective_surgery
0.50
hospital_admit_source
0.43
intubated_apache
0.29
icu_type
0.27
ventilated_apache
0.27
gcs_verbal_apache
0.19
gcs_eyes_apache
0.15
gcs_motor_apache
0.15
gcs_unable_apache
0.06
gender
0.06
icu_stay_type
0.04
arf_apache
0.02
MOST FREQUENT VALUES
44.0
1,535
4.4%
119
4.1%
46.0
1,520
4.3%
122
4.2%
42.0
1,389
4.0%
124
4.3%
48.0
1,375
3.9%
114
3.9%
50.0
1,297
3.7%
109
3.7%
40.0
1,289
3.7%
100
3.4%
43.0
1,242
3.5%
94
3.2%
45.0
1,192
3.4%
89
3.1%
47.0
1,160
3.3%
104
3.6%
38.0
1,081
3.1%
83
2.9%
41.0
1,077
3.1%
93
3.2%
49.0
1,075
3.1%
95
3.3%
52.0
1,071
3.1%
71
2.4%
51.0
1,009
2.9%
88
3.0%
39.0
945
2.7%
72
2.5%
SMALLEST VALUES
5.0
210
0.6%
0
0.0%
6.0
27
0.1%
0
0.0%
7.0
29
0.1%
5
0.2%
8.0
28
0.1%
2
0.1%
9.0
25
0.1%
3
0.1%
10.0
33
0.1%
0
0.0%
11.0
25
0.1%
1
0.0%
12.0
31
0.1%
5
0.2%
13.0
25
0.1%
1
0.0%
14.0
42
0.1%
2
0.1%
15.0
38
0.1%
6
0.2%
16.0
42
0.1%
1
0.0%
17.0
37
0.1%
5
0.2%
18.0
75
0.2%
5
0.2%
19.0
54
0.2%
7
0.2%
LARGEST VALUES
89.0
167
0.5%
0
0.0%
88.0
21
0.1%
14
0.5%
87.0
15
0.0%
2
0.1%
86.0
33
0.1%
5
0.2%
85.0
23
0.1%
2
0.1%
84.0
45
0.1%
6
0.2%
83.0
51
0.1%
2
0.1%
82.0
52
0.1%
4
0.1%
81.0
50
0.1%
3
0.1%
80.0
62
0.2%
5
0.2%
79.0
51
0.1%
7
0.2%
78.0
77
0.2%
6
0.2%
77.0
89
0.3%
9
0.3%
76.0
93
0.3%
11
0.4%
75.0
96
0.3%
14
0.5%
d1_diasbp_max
MISSING:
277
(0%)
23
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_diasbp_noninvasive_max
1.00
d1_mbp_noninvasive_max
0.84
d1_mbp_max
0.83
d1_sysbp_noninvasive_max
0.62
d1_sysbp_max
0.61
h1_diasbp_max
0.60
h1_diasbp_noninvasive_max
0.60
h1_mbp_noninvasive_max
0.52
h1_mbp_max
0.50
h1_sysbp_noninvasive_max
0.44
map_apache
0.43
h1_sysbp_max
0.42
h1_diasbp_invasive_max
0.39
h1_diasbp_min
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.19
apache_post_operative
0.19
hospital_admit_source
0.19
elective_surgery
0.18
icu_type
0.13
gcs_verbal_apache
0.08
ethnicity
0.08
gcs_motor_apache
0.07
gcs_eyes_apache
0.05
intubated_apache
0.05
gender
0.04
ventilated_apache
0.03
icu_stay_type
0.02
hepatic_failure
0.02
MOST FREQUENT VALUES
84.0
2,933
2.3%
223
2.2%
80.0
2,927
2.3%
240
2.4%
82.0
2,881
2.2%
216
2.1%
83.0
2,869
2.2%
231
2.3%
88.0
2,869
2.2%
231
2.3%
86.0
2,864
2.2%
204
2.0%
85.0
2,810
2.2%
209
2.0%
87.0
2,796
2.2%
211
2.1%
90.0
2,793
2.2%
195
1.9%
79.0
2,772
2.1%
217
2.1%
78.0
2,771
2.1%
234
2.3%
81.0
2,759
2.1%
232
2.3%
89.0
2,640
2.0%
199
1.9%
91.0
2,628
2.0%
209
2.0%
77.0
2,604
2.0%
216
2.1%
SMALLEST VALUES
46.0
773
0.6%
7
0.1%
47.0
136
0.1%
13
0.1%
48.0
201
0.2%
14
0.1%
49.0
178
0.1%
23
0.2%
50.0
266
0.2%
26
0.3%
51.0
263
0.2%
27
0.3%
52.0
328
0.3%
25
0.2%
53.0
372
0.3%
25
0.2%
54.0
439
0.3%
26
0.3%
55.0
472
0.4%
52
0.5%
56.0
584
0.4%
57
0.6%
57.0
637
0.5%
48
0.5%
58.0
752
0.6%
90
0.9%
59.0
820
0.6%
68
0.7%
60.0
1,000
0.8%
86
0.8%
LARGEST VALUES
165.0
626
0.5%
0
0.0%
164.0
42
0.0%
49
0.5%
163.0
35
0.0%
4
0.0%
162.0
52
0.0%
5
0.0%
161.0
41
0.0%
5
0.0%
160.0
57
0.0%
3
0.0%
159.0
44
0.0%
3
0.0%
158.0
61
0.0%
1
0.0%
157.0
52
0.0%
3
0.0%
156.0
62
0.0%
4
0.0%
155.0
79
0.1%
3
0.0%
154.0
75
0.1%
4
0.0%
153.0
54
0.0%
2
0.0%
152.0
67
0.1%
10
0.1%
151.0
80
0.1%
6
0.1%
d1_diasbp_min
MISSING:
277
(0%)
23
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_diasbp_noninvasive_min
1.00
d1_mbp_noninvasive_min
0.85
d1_mbp_min
0.85
d1_sysbp_min
0.66
d1_sysbp_noninvasive_min
0.66
h1_diasbp_noninvasive_min
0.63
h1_diasbp_min
0.61
h1_mbp_noninvasive_min
0.58
h1_mbp_min
0.57
d1_diasbp_invasive_min
0.49
h1_sysbp_noninvasive_min
0.43
d1_mbp_invasive_min
0.43
h1_sysbp_min
0.42
h1_diasbp_invasive_min
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.14
ethnicity
0.12
ventilated_apache
0.12
gcs_verbal_apache
0.12
gcs_eyes_apache
0.11
hospital_admit_source
0.11
gcs_motor_apache
0.11
intubated_apache
0.09
icu_admit_source
0.07
icu_stay_type
0.06
diabetes_mellitus
0.05
icu_type
0.05
arf_apache
0.05
hepatic_failure
0.04
MOST FREQUENT VALUES
50.0
4,982
3.8%
350
3.4%
51.0
4,411
3.4%
345
3.4%
52.0
4,095
3.2%
330
3.2%
55.0
4,008
3.1%
287
2.8%
46.0
3,997
3.1%
291
2.8%
53.0
3,982
3.1%
314
3.1%
49.0
3,981
3.1%
307
3.0%
47.0
3,955
3.0%
332
3.3%
48.0
3,925
3.0%
330
3.2%
54.0
3,832
3.0%
264
2.6%
45.0
3,822
2.9%
318
3.1%
56.0
3,760
2.9%
280
2.7%
44.0
3,707
2.9%
300
2.9%
43.0
3,546
2.7%
313
3.1%
42.0
3,484
2.7%
256
2.5%
SMALLEST VALUES
13.0
807
0.6%
53
0.5%
14.0
188
0.1%
15
0.1%
15.0
190
0.1%
15
0.1%
16.0
203
0.2%
16
0.2%
17.0
230
0.2%
13
0.1%
18.0
231
0.2%
20
0.2%
19.0
260
0.2%
13
0.1%
20.0
363
0.3%
17
0.2%
21.0
354
0.3%
27
0.3%
22.0
398
0.3%
28
0.3%
23.0
495
0.4%
32
0.3%
24.0
438
0.3%
36
0.4%
25.0
583
0.4%
43
0.4%
26.0
667
0.5%
46
0.5%
27.0
729
0.6%
65
0.6%
LARGEST VALUES
90.0
615
0.5%
4
0.0%
89.0
99
0.1%
10
0.1%
88.0
125
0.1%
10
0.1%
87.0
127
0.1%
13
0.1%
86.0
128
0.1%
11
0.1%
85.0
170
0.1%
19
0.2%
84.0
201
0.2%
17
0.2%
83.0
236
0.2%
17
0.2%
82.0
268
0.2%
18
0.2%
81.0
319
0.2%
24
0.2%
80.0
341
0.3%
28
0.3%
79.0
372
0.3%
32
0.3%
78.0
430
0.3%
33
0.3%
77.0
527
0.4%
38
0.4%
76.0
575
0.4%
42
0.4%
d1_diasbp_noninvasive_max
MISSING:
1,636
(1%)
149
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_diasbp_max
1.00
d1_mbp_noninvasive_max
0.84
d1_mbp_max
0.83
d1_sysbp_noninvasive_max
0.62
d1_sysbp_max
0.61
h1_diasbp_noninvasive_max
0.60
h1_diasbp_max
0.60
h1_mbp_noninvasive_max
0.52
h1_mbp_max
0.50
h1_sysbp_noninvasive_max
0.44
map_apache
0.43
h1_sysbp_max
0.42
h1_diasbp_invasive_max
0.37
h1_diasbp_min
0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.22
icu_admit_source
0.22
elective_surgery
0.21
hospital_admit_source
0.21
icu_type
0.17
gcs_verbal_apache
0.08
intubated_apache
0.08
ethnicity
0.06
gcs_motor_apache
0.06
ventilated_apache
0.06
gcs_eyes_apache
0.04
gender
0.03
icu_stay_type
0.03
hepatic_failure
0.02
MOST FREQUENT VALUES
84.0
2,910
2.3%
220
2.2%
80.0
2,885
2.2%
239
2.4%
83.0
2,855
2.2%
231
2.3%
82.0
2,849
2.2%
218
2.2%
88.0
2,845
2.2%
229
2.3%
86.0
2,826
2.2%
204
2.0%
85.0
2,791
2.2%
203
2.0%
87.0
2,786
2.2%
209
2.1%
90.0
2,774
2.2%
194
1.9%
79.0
2,761
2.1%
214
2.1%
81.0
2,731
2.1%
233
2.3%
78.0
2,724
2.1%
225
2.2%
89.0
2,622
2.0%
199
2.0%
91.0
2,613
2.0%
210
2.1%
77.0
2,579
2.0%
217
2.2%
SMALLEST VALUES
46.0
745
0.6%
6
0.1%
47.0
136
0.1%
12
0.1%
48.0
190
0.1%
13
0.1%
49.0
169
0.1%
21
0.2%
50.0
254
0.2%
26
0.3%
51.0
259
0.2%
24
0.2%
52.0
314
0.2%
22
0.2%
53.0
374
0.3%
24
0.2%
54.0
409
0.3%
25
0.2%
55.0
452
0.4%
52
0.5%
56.0
564
0.4%
56
0.6%
57.0
622
0.5%
48
0.5%
58.0
714
0.6%
83
0.8%
59.0
808
0.6%
64
0.6%
60.0
982
0.8%
85
0.8%
LARGEST VALUES
165.0
626
0.5%
0
0.0%
164.0
43
0.0%
48
0.5%
163.0
35
0.0%
3
0.0%
162.0
52
0.0%
5
0.0%
161.0
41
0.0%
5
0.0%
160.0
57
0.0%
3
0.0%
159.0
44
0.0%
3
0.0%
158.0
61
0.0%
1
0.0%
157.0
51
0.0%
3
0.0%
156.0
60
0.0%
4
0.0%
155.0
79
0.1%
3
0.0%
154.0
76
0.1%
3
0.0%
153.0
54
0.0%
2
0.0%
152.0
67
0.1%
10
0.1%
151.0
78
0.1%
6
0.1%
d1_diasbp_noninvasive_min
MISSING:
1,636
(1%)
149
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_diasbp_min
1.00
d1_mbp_noninvasive_min
0.86
d1_mbp_min
0.85
d1_sysbp_noninvasive_min
0.67
d1_sysbp_min
0.66
h1_diasbp_noninvasive_min
0.63
h1_diasbp_min
0.61
h1_mbp_noninvasive_min
0.58
h1_mbp_min
0.57
d1_diasbp_invasive_min
0.47
h1_sysbp_noninvasive_min
0.43
h1_sysbp_min
0.42
d1_mbp_invasive_min
0.41
h1_diasbp_invasive_min
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.14
gender
0.12
gcs_verbal_apache
0.12
gcs_eyes_apache
0.11
gcs_motor_apache
0.11
intubated_apache
0.11
hospital_admit_source
0.11
ethnicity
0.10
icu_admit_source
0.08
icu_type
0.06
icu_stay_type
0.05
diabetes_mellitus
0.05
arf_apache
0.04
apache_post_operative
0.04
MOST FREQUENT VALUES
50.0
4,921
3.8%
340
3.4%
51.0
4,354
3.4%
341
3.4%
52.0
4,053
3.2%
328
3.3%
55.0
3,981
3.1%
286
2.8%
53.0
3,965
3.1%
309
3.1%
49.0
3,946
3.1%
307
3.0%
47.0
3,909
3.0%
329
3.3%
46.0
3,899
3.0%
285
2.8%
48.0
3,855
3.0%
320
3.2%
54.0
3,785
2.9%
262
2.6%
45.0
3,782
2.9%
309
3.1%
56.0
3,744
2.9%
279
2.8%
44.0
3,616
2.8%
296
2.9%
43.0
3,488
2.7%
310
3.1%
42.0
3,395
2.6%
248
2.5%
SMALLEST VALUES
13.0
804
0.6%
54
0.5%
14.0
188
0.1%
15
0.1%
15.0
190
0.1%
15
0.1%
16.0
201
0.2%
16
0.2%
17.0
231
0.2%
12
0.1%
18.0
230
0.2%
20
0.2%
19.0
258
0.2%
12
0.1%
20.0
358
0.3%
17
0.2%
21.0
357
0.3%
27
0.3%
22.0
395
0.3%
28
0.3%
23.0
498
0.4%
32
0.3%
24.0
434
0.3%
36
0.4%
25.0
582
0.5%
43
0.4%
26.0
654
0.5%
43
0.4%
27.0
729
0.6%
64
0.6%
LARGEST VALUES
90.0
616
0.5%
4
0.0%
89.0
98
0.1%
10
0.1%
88.0
123
0.1%
11
0.1%
87.0
126
0.1%
13
0.1%
86.0
127
0.1%
11
0.1%
85.0
170
0.1%
19
0.2%
84.0
204
0.2%
17
0.2%
83.0
234
0.2%
17
0.2%
82.0
267
0.2%
18
0.2%
81.0
318
0.2%
24
0.2%
80.0
343
0.3%
27
0.3%
79.0
371
0.3%
32
0.3%
78.0
430
0.3%
33
0.3%
77.0
528
0.4%
39
0.4%
76.0
571
0.4%
40
0.4%
d1_heartrate_max
MISSING:
262
(0%)
24
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heart_rate_apache
0.81
h1_heartrate_max
0.78
h1_heartrate_min
0.68
d1_heartrate_min
0.47
d1_temp_max
0.27
h1_resprate_max
0.26
d1_sysbp_invasive_min
-0.26
d1_resprate_max
0.25
d1_sysbp_min
-0.24
d1_sysbp_noninvasive_min
-0.23
d1_albumin_min
-0.21
albumin_apache
-0.21
d1_lactate_max
0.20
h1_resprate_min
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.16
gcs_verbal_apache
0.15
gcs_motor_apache
0.14
gcs_eyes_apache
0.13
intubated_apache
0.11
hospital_admit_source
0.10
icu_admit_source
0.10
icu_type
0.08
elective_surgery
0.08
apache_post_operative
0.06
immunosuppression
0.06
gender
0.05
icu_stay_type
0.05
ethnicity
0.05
MOST FREQUENT VALUES
100.0
2,797
2.2%
187
1.8%
96.0
2,778
2.1%
221
2.2%
98.0
2,685
2.1%
226
2.2%
92.0
2,662
2.0%
200
2.0%
90.0
2,636
2.0%
230
2.3%
94.0
2,540
2.0%
196
1.9%
102.0
2,505
1.9%
199
1.9%
88.0
2,502
1.9%
204
2.0%
104.0
2,434
1.9%
223
2.2%
106.0
2,411
1.9%
200
2.0%
108.0
2,362
1.8%
195
1.9%
97.0
2,325
1.8%
179
1.8%
110.0
2,286
1.8%
178
1.7%
101.0
2,272
1.7%
174
1.7%
95.0
2,223
1.7%
165
1.6%
SMALLEST VALUES
58.0
823
0.6%
11
0.1%
59.0
147
0.1%
20
0.2%
60.0
295
0.2%
21
0.2%
61.0
223
0.2%
20
0.2%
62.0
301
0.2%
23
0.2%
63.0
303
0.2%
28
0.3%
64.0
435
0.3%
41
0.4%
65.0
384
0.3%
26
0.3%
66.0
533
0.4%
50
0.5%
67.0
491
0.4%
45
0.4%
68.0
712
0.5%
49
0.5%
69.0
633
0.5%
63
0.6%
70.0
865
0.7%
89
0.9%
71.0
728
0.6%
74
0.7%
72.0
1,018
0.8%
83
0.8%
LARGEST VALUES
177.0
621
0.5%
0
0.0%
176.0
40
0.0%
0
0.0%
175.0
51
0.0%
0
0.0%
174.0
51
0.0%
48
0.5%
173.0
44
0.0%
3
0.0%
172.0
57
0.0%
4
0.0%
171.0
60
0.0%
2
0.0%
170.0
93
0.1%
6
0.1%
169.0
72
0.1%
4
0.0%
168.0
75
0.1%
5
0.0%
167.0
66
0.1%
6
0.1%
166.0
89
0.1%
4
0.0%
165.0
94
0.1%
15
0.1%
164.0
95
0.1%
9
0.1%
163.0
119
0.1%
4
0.0%
d1_heartrate_min
MISSING:
262
(0%)
24
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_heartrate_min
0.67
heart_rate_apache
0.57
h1_heartrate_max
0.55
d1_heartrate_max
0.47
d1_resprate_min
0.25
h1_resprate_min
0.21
d1_temp_max
0.19
temp_apache
0.18
d1_temp_min
0.16
h1_temp_min
0.16
h1_temp_max
0.16
age
-0.14
d1_diasbp_invasive_min
0.14
resprate_apache
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.11
hospital_admit_source
0.09
gcs_motor_apache
0.06
gcs_eyes_apache
0.05
gender
0.05
immunosuppression
0.05
ethnicity
0.05
gcs_verbal_apache
0.05
icu_admit_source
0.05
solid_tumor_with_metastasis
0.04
ventilated_apache
0.03
elective_surgery
0.03
apache_post_operative
0.02
diabetes_mellitus
0.02
MOST FREQUENT VALUES
60.0
4,607
3.5%
366
3.6%
70.0
4,048
3.1%
338
3.3%
68.0
3,625
2.8%
287
2.8%
62.0
3,521
2.7%
285
2.8%
66.0
3,446
2.7%
286
2.8%
64.0
3,443
2.7%
260
2.5%
72.0
3,349
2.6%
274
2.7%
74.0
3,181
2.4%
258
2.5%
65.0
3,155
2.4%
233
2.3%
58.0
3,068
2.4%
241
2.4%
69.0
3,061
2.4%
228
2.2%
67.0
3,005
2.3%
241
2.4%
80.0
2,961
2.3%
239
2.3%
61.0
2,930
2.3%
207
2.0%
63.0
2,885
2.2%
233
2.3%
SMALLEST VALUES
0.0
901
0.7%
70
0.7%
1.0
12
0.0%
0
0.0%
2.0
3
0.0%
0
0.0%
3.0
6
0.0%
2
0.0%
4.0
11
0.0%
1
0.0%
5.0
9
0.0%
2
0.0%
6.0
14
0.0%
0
0.0%
7.0
5
0.0%
2
0.0%
8.0
14
0.0%
2
0.0%
9.0
7
0.0%
0
0.0%
10.0
17
0.0%
1
0.0%
11.0
10
0.0%
0
0.0%
12.0
21
0.0%
1
0.0%
13.0
7
0.0%
0
0.0%
14.0
9
0.0%
1
0.0%
LARGEST VALUES
175.0
1
0.0%
0
0.0%
160.0
1
0.0%
0
0.0%
155.0
1
0.0%
0
0.0%
153.0
1
0.0%
0
0.0%
152.0
1
0.0%
0
0.0%
150.0
2
0.0%
1
0.0%
149.0
3
0.0%
1
0.0%
148.0
2
0.0%
1
0.0%
147.0
2
0.0%
0
0.0%
146.0
1
0.0%
0
0.0%
145.0
4
0.0%
1
0.0%
144.0
4
0.0%
1
0.0%
143.0
3
0.0%
0
0.0%
142.0
5
0.0%
0
0.0%
141.0
4
0.0%
0
0.0%
d1_mbp_invasive_max
MISSING:
94,868
(73%)
7,315
(71%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_diasbp_invasive_max
0.47
h1_mbp_invasive_max
0.46
d1_sysbp_invasive_max
0.46
map_apache
0.33
h1_diasbp_invasive_max
0.26
d1_mbp_max
0.24
h1_sysbp_invasive_max
0.23
d1_sysbp_max
0.20
d1_mbp_noninvasive_max
0.19
h1_mbp_max
0.19
d1_sysbp_noninvasive_max
0.19
d1_diasbp_max
0.19
d1_diasbp_noninvasive_max
0.17
h1_sysbp_max
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.49
icu_admit_source
0.49
elective_surgery
0.47
hospital_admit_source
0.43
intubated_apache
0.30
ventilated_apache
0.29
icu_type
0.28
gcs_verbal_apache
0.20
gcs_eyes_apache
0.17
gcs_motor_apache
0.17
gcs_unable_apache
0.07
gender
0.05
icu_stay_type
0.04
ethnicity
0.03
MOST FREQUENT VALUES
96.0
830
2.4%
66
2.3%
94.0
802
2.3%
58
2.0%
92.0
790
2.2%
59
2.0%
100.0
778
2.2%
70
2.4%
98.0
763
2.2%
67
2.3%
102.0
748
2.1%
50
1.7%
90.0
725
2.1%
49
1.7%
88.0
702
2.0%
49
1.7%
93.0
702
2.0%
48
1.6%
104.0
701
2.0%
57
2.0%
91.0
668
1.9%
53
1.8%
97.0
662
1.9%
53
1.8%
106.0
659
1.9%
41
1.4%
99.0
652
1.8%
67
2.3%
95.0
650
1.8%
64
2.2%
SMALLEST VALUES
38.0
191
0.5%
0
0.0%
39.0
3
0.0%
0
0.0%
40.0
6
0.0%
0
0.0%
41.0
2
0.0%
0
0.0%
42.0
4
0.0%
0
0.0%
43.0
2
0.0%
0
0.0%
44.0
9
0.0%
1
0.0%
45.0
5
0.0%
0
0.0%
46.0
7
0.0%
0
0.0%
47.0
8
0.0%
0
0.0%
48.0
7
0.0%
0
0.0%
49.0
4
0.0%
0
0.0%
50.0
13
0.0%
3
0.1%
51.0
9
0.0%
1
0.0%
52.0
14
0.0%
3
0.1%
LARGEST VALUES
322.0
169
0.5%
0
0.0%
321.0
13
0.0%
0
0.0%
320.0
13
0.0%
0
0.0%
319.0
14
0.0%
0
0.0%
318.0
21
0.1%
0
0.0%
317.0
12
0.0%
13
0.4%
316.0
17
0.0%
0
0.0%
315.0
12
0.0%
4
0.1%
314.0
15
0.0%
1
0.0%
313.0
13
0.0%
0
0.0%
312.0
13
0.0%
0
0.0%
311.0
11
0.0%
1
0.0%
310.0
15
0.0%
1
0.0%
309.0
9
0.0%
1
0.0%
308.0
14
0.0%
2
0.1%
d1_mbp_invasive_min
MISSING:
94,868
(73%)
7,315
(71%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_diasbp_invasive_min
0.75
d1_sysbp_invasive_min
0.72
h1_mbp_invasive_min
0.59
h1_diasbp_invasive_min
0.50
d1_mbp_min
0.48
h1_sysbp_invasive_min
0.46
d1_mbp_noninvasive_min
0.44
d1_sysbp_min
0.44
d1_diasbp_min
0.43
d1_sysbp_noninvasive_min
0.42
d1_diasbp_noninvasive_min
0.41
h1_mbp_min
0.41
h1_mbp_noninvasive_min
0.38
h1_diasbp_min
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.52
icu_admit_source
0.52
elective_surgery
0.50
hospital_admit_source
0.43
intubated_apache
0.28
icu_type
0.27
ventilated_apache
0.25
gcs_verbal_apache
0.18
gcs_eyes_apache
0.14
gcs_motor_apache
0.13
gcs_unable_apache
0.06
gender
0.05
icu_stay_type
0.04
ethnicity
0.02
MOST FREQUENT VALUES
60.0
1,332
3.8%
107
3.7%
62.0
1,279
3.6%
92
3.2%
58.0
1,244
3.5%
114
3.9%
64.0
1,207
3.4%
98
3.4%
56.0
1,149
3.3%
111
3.8%
59.0
1,130
3.2%
94
3.2%
61.0
1,113
3.2%
77
2.6%
66.0
1,021
2.9%
88
3.0%
63.0
1,021
2.9%
67
2.3%
57.0
1,012
2.9%
72
2.5%
54.0
1,001
2.8%
81
2.8%
65.0
962
2.7%
73
2.5%
68.0
878
2.5%
70
2.4%
52.0
875
2.5%
93
3.2%
55.0
835
2.4%
70
2.4%
SMALLEST VALUES
2.0
252
0.7%
7
0.2%
3.0
76
0.2%
9
0.3%
4.0
69
0.2%
6
0.2%
5.0
58
0.2%
4
0.1%
6.0
54
0.2%
6
0.2%
7.0
46
0.1%
4
0.1%
8.0
61
0.2%
6
0.2%
9.0
49
0.1%
5
0.2%
10.0
49
0.1%
4
0.1%
11.0
51
0.1%
8
0.3%
12.0
43
0.1%
4
0.1%
13.0
39
0.1%
2
0.1%
14.0
35
0.1%
5
0.2%
15.0
47
0.1%
4
0.1%
16.0
48
0.1%
11
0.4%
LARGEST VALUES
119.0
172
0.5%
0
0.0%
118.0
14
0.0%
0
0.0%
117.0
14
0.0%
1
0.0%
116.0
16
0.0%
1
0.0%
115.0
18
0.1%
3
0.1%
114.0
16
0.0%
2
0.1%
113.0
22
0.1%
1
0.0%
112.0
26
0.1%
2
0.1%
111.0
14
0.0%
5
0.2%
110.0
33
0.1%
3
0.1%
109.0
30
0.1%
1
0.0%
108.0
42
0.1%
2
0.1%
107.0
26
0.1%
2
0.1%
106.0
52
0.1%
3
0.1%
105.0
47
0.1%
8
0.3%
d1_mbp_max
MISSING:
327
(0%)
37
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_noninvasive_max
0.98
d1_diasbp_noninvasive_max
0.83
d1_diasbp_max
0.83
d1_sysbp_noninvasive_max
0.75
d1_sysbp_max
0.75
h1_mbp_noninvasive_max
0.65
h1_mbp_max
0.63
h1_diasbp_noninvasive_max
0.56
h1_diasbp_max
0.56
h1_sysbp_noninvasive_max
0.55
map_apache
0.54
h1_sysbp_max
0.53
h1_mbp_noninvasive_min
0.45
h1_mbp_min
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.15
apache_post_operative
0.14
hospital_admit_source
0.14
elective_surgery
0.14
icu_type
0.11
ethnicity
0.09
gcs_verbal_apache
0.07
gcs_motor_apache
0.06
gcs_eyes_apache
0.05
gender
0.04
intubated_apache
0.04
hepatic_failure
0.03
ventilated_apache
0.02
diabetes_mellitus
0.02
MOST FREQUENT VALUES
98.0
2,913
2.2%
224
2.2%
100.0
2,860
2.2%
209
2.0%
96.0
2,848
2.2%
222
2.2%
104.0
2,795
2.2%
195
1.9%
97.0
2,794
2.2%
222
2.2%
94.0
2,783
2.1%
203
2.0%
103.0
2,772
2.1%
226
2.2%
102.0
2,767
2.1%
193
1.9%
95.0
2,719
2.1%
201
2.0%
101.0
2,704
2.1%
228
2.2%
93.0
2,673
2.1%
214
2.1%
99.0
2,623
2.0%
210
2.1%
92.0
2,619
2.0%
227
2.2%
105.0
2,606
2.0%
190
1.9%
106.0
2,560
2.0%
170
1.7%
SMALLEST VALUES
60.0
758
0.6%
15
0.1%
61.0
134
0.1%
11
0.1%
62.0
152
0.1%
13
0.1%
63.0
202
0.2%
12
0.1%
64.0
209
0.2%
22
0.2%
65.0
241
0.2%
26
0.3%
66.0
266
0.2%
20
0.2%
67.0
345
0.3%
34
0.3%
68.0
361
0.3%
38
0.4%
69.0
426
0.3%
42
0.4%
70.0
490
0.4%
35
0.3%
71.0
564
0.4%
53
0.5%
72.0
641
0.5%
64
0.6%
73.0
695
0.5%
65
0.6%
74.0
804
0.6%
73
0.7%
LARGEST VALUES
184.0
640
0.5%
2
0.0%
183.0
32
0.0%
2
0.0%
182.0
29
0.0%
3
0.0%
181.0
40
0.0%
0
0.0%
180.0
43
0.0%
2
0.0%
179.0
35
0.0%
4
0.0%
178.0
56
0.0%
0
0.0%
177.0
42
0.0%
0
0.0%
176.0
37
0.0%
5
0.0%
175.0
60
0.0%
3
0.0%
174.0
54
0.0%
2
0.0%
173.0
49
0.0%
7
0.1%
172.0
60
0.0%
11
0.1%
171.0
62
0.0%
2
0.0%
170.0
71
0.1%
3
0.0%
d1_mbp_min
MISSING:
327
(0%)
37
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_noninvasive_min
1.00
d1_diasbp_min
0.85
d1_diasbp_noninvasive_min
0.85
d1_sysbp_min
0.79
d1_sysbp_noninvasive_min
0.79
h1_mbp_noninvasive_min
0.65
h1_mbp_min
0.63
h1_diasbp_noninvasive_min
0.57
h1_diasbp_min
0.56
h1_sysbp_noninvasive_min
0.53
h1_sysbp_min
0.52
d1_mbp_invasive_min
0.48
d1_diasbp_invasive_min
0.45
d1_sysbp_invasive_min
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.16
gcs_verbal_apache
0.14
gcs_eyes_apache
0.13
gcs_motor_apache
0.13
intubated_apache
0.12
hospital_admit_source
0.11
ethnicity
0.11
gender
0.10
icu_admit_source
0.07
icu_stay_type
0.06
icu_type
0.06
hepatic_failure
0.04
cirrhosis
0.04
gcs_unable_apache
0.04
MOST FREQUENT VALUES
60.0
3,796
2.9%
297
2.9%
61.0
3,788
2.9%
328
3.2%
59.0
3,708
2.9%
293
2.9%
63.0
3,686
2.8%
281
2.8%
64.0
3,680
2.8%
270
2.6%
62.0
3,666
2.8%
267
2.6%
65.0
3,655
2.8%
272
2.7%
58.0
3,536
2.7%
283
2.8%
67.0
3,528
2.7%
257
2.5%
56.0
3,425
2.6%
275
2.7%
66.0
3,403
2.6%
270
2.6%
57.0
3,388
2.6%
268
2.6%
68.0
3,261
2.5%
253
2.5%
55.0
3,254
2.5%
245
2.4%
69.0
3,125
2.4%
258
2.5%
SMALLEST VALUES
22.0
788
0.6%
72
0.7%
23.0
147
0.1%
12
0.1%
24.0
154
0.1%
18
0.2%
25.0
161
0.1%
14
0.1%
26.0
183
0.1%
20
0.2%
27.0
200
0.2%
23
0.2%
28.0
208
0.2%
16
0.2%
29.0
200
0.2%
11
0.1%
30.0
245
0.2%
23
0.2%
31.0
266
0.2%
19
0.2%
32.0
292
0.2%
24
0.2%
33.0
303
0.2%
30
0.3%
34.0
391
0.3%
26
0.3%
35.0
396
0.3%
28
0.3%
36.0
447
0.3%
31
0.3%
LARGEST VALUES
112.0
598
0.5%
7
0.1%
111.0
89
0.1%
9
0.1%
110.0
94
0.1%
9
0.1%
109.0
96
0.1%
9
0.1%
108.0
114
0.1%
12
0.1%
107.0
139
0.1%
15
0.1%
106.0
137
0.1%
13
0.1%
105.0
155
0.1%
10
0.1%
104.0
187
0.1%
17
0.2%
103.0
190
0.1%
10
0.1%
102.0
243
0.2%
12
0.1%
101.0
248
0.2%
19
0.2%
100.0
289
0.2%
19
0.2%
99.0
292
0.2%
22
0.2%
98.0
355
0.3%
35
0.3%
d1_mbp_noninvasive_max
MISSING:
2,228
(2%)
212
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_max
0.98
d1_diasbp_noninvasive_max
0.84
d1_diasbp_max
0.84
d1_sysbp_noninvasive_max
0.75
d1_sysbp_max
0.75
h1_mbp_noninvasive_max
0.65
h1_mbp_max
0.63
h1_diasbp_noninvasive_max
0.56
h1_diasbp_max
0.56
h1_sysbp_noninvasive_max
0.56
map_apache
0.54
h1_sysbp_max
0.54
h1_mbp_noninvasive_min
0.45
h1_mbp_min
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.21
icu_admit_source
0.21
elective_surgery
0.20
hospital_admit_source
0.20
icu_type
0.17
intubated_apache
0.10
ventilated_apache
0.08
gcs_verbal_apache
0.07
ethnicity
0.07
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
gender
0.03
icu_stay_type
0.02
hepatic_failure
0.02
MOST FREQUENT VALUES
98.0
2,849
2.2%
223
2.2%
100.0
2,798
2.2%
204
2.0%
96.0
2,796
2.2%
217
2.2%
97.0
2,748
2.1%
219
2.2%
103.0
2,747
2.1%
226
2.3%
104.0
2,747
2.1%
192
1.9%
94.0
2,714
2.1%
198
2.0%
102.0
2,697
2.1%
189
1.9%
95.0
2,675
2.1%
197
2.0%
101.0
2,669
2.1%
226
2.3%
93.0
2,627
2.1%
213
2.1%
99.0
2,586
2.0%
207
2.1%
105.0
2,579
2.0%
187
1.9%
92.0
2,563
2.0%
217
2.2%
106.0
2,513
2.0%
165
1.6%
SMALLEST VALUES
60.0
773
0.6%
14
0.1%
61.0
130
0.1%
11
0.1%
62.0
151
0.1%
14
0.1%
63.0
203
0.2%
11
0.1%
64.0
206
0.2%
22
0.2%
65.0
242
0.2%
27
0.3%
66.0
271
0.2%
17
0.2%
67.0
351
0.3%
34
0.3%
68.0
364
0.3%
35
0.3%
69.0
423
0.3%
42
0.4%
70.0
484
0.4%
37
0.4%
71.0
556
0.4%
53
0.5%
72.0
630
0.5%
64
0.6%
73.0
687
0.5%
65
0.6%
74.0
792
0.6%
72
0.7%
LARGEST VALUES
181.0
635
0.5%
0
0.0%
180.0
41
0.0%
2
0.0%
179.0
33
0.0%
4
0.0%
178.0
55
0.0%
0
0.0%
177.0
41
0.0%
0
0.0%
176.0
36
0.0%
5
0.0%
175.0
59
0.0%
3
0.0%
174.0
53
0.0%
2
0.0%
173.0
49
0.0%
7
0.1%
172.0
57
0.0%
11
0.1%
171.0
62
0.0%
2
0.0%
170.0
66
0.1%
3
0.0%
169.0
78
0.1%
9
0.1%
168.0
84
0.1%
2
0.0%
167.0
104
0.1%
4
0.0%
d1_mbp_noninvasive_min
MISSING:
2,228
(2%)
212
(2%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_min
1.00
d1_diasbp_noninvasive_min
0.86
d1_diasbp_min
0.85
d1_sysbp_noninvasive_min
0.80
d1_sysbp_min
0.79
h1_mbp_noninvasive_min
0.65
h1_mbp_min
0.63
h1_diasbp_noninvasive_min
0.57
h1_diasbp_min
0.56
h1_sysbp_noninvasive_min
0.54
h1_sysbp_min
0.53
d1_mbp_invasive_min
0.44
h1_mbp_noninvasive_max
0.43
d1_diasbp_invasive_min
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.18
intubated_apache
0.16
gcs_verbal_apache
0.14
gcs_motor_apache
0.13
gcs_eyes_apache
0.13
hospital_admit_source
0.12
icu_type
0.09
ethnicity
0.09
icu_admit_source
0.08
gender
0.08
apache_post_operative
0.06
elective_surgery
0.05
icu_stay_type
0.04
hepatic_failure
0.04
MOST FREQUENT VALUES
61.0
3,713
2.9%
320
3.2%
60.0
3,674
2.9%
292
2.9%
59.0
3,629
2.8%
294
2.9%
63.0
3,627
2.8%
276
2.8%
65.0
3,609
2.8%
272
2.7%
64.0
3,587
2.8%
263
2.6%
62.0
3,568
2.8%
264
2.6%
67.0
3,489
2.7%
257
2.6%
58.0
3,433
2.7%
275
2.7%
66.0
3,356
2.6%
260
2.6%
57.0
3,344
2.6%
266
2.7%
56.0
3,339
2.6%
262
2.6%
55.0
3,211
2.5%
240
2.4%
68.0
3,191
2.5%
243
2.4%
69.0
3,102
2.4%
257
2.6%
SMALLEST VALUES
22.0
756
0.6%
69
0.7%
23.0
147
0.1%
12
0.1%
24.0
156
0.1%
18
0.2%
25.0
160
0.1%
14
0.1%
26.0
183
0.1%
20
0.2%
27.0
199
0.2%
23
0.2%
28.0
207
0.2%
14
0.1%
29.0
200
0.2%
11
0.1%
30.0
242
0.2%
23
0.2%
31.0
266
0.2%
19
0.2%
32.0
294
0.2%
25
0.2%
33.0
301
0.2%
30
0.3%
34.0
389
0.3%
26
0.3%
35.0
398
0.3%
28
0.3%
36.0
442
0.3%
31
0.3%
LARGEST VALUES
112.0
583
0.5%
7
0.1%
111.0
88
0.1%
9
0.1%
110.0
87
0.1%
9
0.1%
109.0
95
0.1%
9
0.1%
108.0
115
0.1%
12
0.1%
107.0
138
0.1%
14
0.1%
106.0
136
0.1%
12
0.1%
105.0
153
0.1%
10
0.1%
104.0
186
0.1%
17
0.2%
103.0
188
0.1%
10
0.1%
102.0
239
0.2%
12
0.1%
101.0
246
0.2%
19
0.2%
100.0
281
0.2%
20
0.2%
99.0
292
0.2%
22
0.2%
98.0
351
0.3%
35
0.3%
d1_resprate_max
MISSING:
683
(1%)
55
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
resprate_apache
0.59
h1_resprate_max
0.58
h1_resprate_min
0.29
d1_heartrate_max
0.25
h1_heartrate_max
0.19
d1_sysbp_invasive_min
-0.19
heart_rate_apache
0.18
d1_spo2_min
-0.17
d1_mbp_noninvasive_max
0.17
d1_mbp_max
0.17
d1_diasbp_invasive_min
-0.16
d1_mbp_invasive_min
-0.15
h1_heartrate_min
0.14
d1_pao2fio2ratio_min
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.11
icu_admit_source
0.10
icu_type
0.09
ventilated_apache
0.09
apache_post_operative
0.08
elective_surgery
0.08
gcs_verbal_apache
0.07
ethnicity
0.06
gcs_motor_apache
0.06
gcs_eyes_apache
0.05
icu_stay_type
0.05
gender
0.04
intubated_apache
0.04
immunosuppression
0.03
MOST FREQUENT VALUES
24.0
9,026
7.0%
713
7.0%
22.0
8,201
6.3%
694
6.8%
25.0
7,723
6.0%
593
5.8%
23.0
7,618
5.9%
619
6.1%
26.0
7,606
5.9%
550
5.4%
20.0
7,579
5.9%
622
6.1%
28.0
6,997
5.4%
513
5.0%
27.0
6,503
5.0%
528
5.2%
21.0
6,204
4.8%
527
5.2%
30.0
5,623
4.3%
403
4.0%
29.0
5,588
4.3%
392
3.9%
31.0
4,109
3.2%
303
3.0%
32.0
3,944
3.0%
329
3.2%
18.0
3,757
2.9%
336
3.3%
19.0
3,605
2.8%
330
3.2%
SMALLEST VALUES
14.0
1,206
0.9%
44
0.4%
15.0
671
0.5%
77
0.8%
16.0
1,488
1.1%
137
1.3%
17.0
1,630
1.3%
152
1.5%
18.0
3,757
2.9%
336
3.3%
19.0
3,605
2.8%
330
3.2%
20.0
7,579
5.9%
622
6.1%
21.0
6,204
4.8%
527
5.2%
22.0
8,201
6.3%
694
6.8%
23.0
7,618
5.9%
619
6.1%
24.0
9,026
7.0%
713
7.0%
25.0
7,723
6.0%
593
5.8%
26.0
7,606
5.9%
550
5.4%
27.0
6,503
5.0%
528
5.2%
28.0
6,997
5.4%
513
5.0%
LARGEST VALUES
92.0
642
0.5%
0
0.0%
91.0
28
0.0%
0
0.0%
90.0
28
0.0%
0
0.0%
89.0
25
0.0%
0
0.0%
88.0
35
0.0%
0
0.0%
87.0
19
0.0%
0
0.0%
86.0
39
0.0%
3
0.0%
85.0
36
0.0%
1
0.0%
84.0
37
0.0%
3
0.0%
83.0
35
0.0%
0
0.0%
82.0
36
0.0%
4
0.0%
81.0
45
0.0%
1
0.0%
80.0
46
0.0%
6
0.1%
79.0
38
0.0%
3
0.0%
78.0
41
0.0%
6
0.1%
d1_resprate_min
MISSING:
683
(1%)
55
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_resprate_min
0.53
resprate_apache
0.33
d1_heartrate_min
0.25
h1_resprate_max
0.25
h1_heartrate_min
0.18
d1_spo2_max
-0.16
apache_3j_diagnosis
-0.16
d1_sysbp_min
0.14
d1_sysbp_noninvasive_min
0.14
d1_mbp_min
0.14
d1_mbp_noninvasive_min
0.14
d1_diasbp_min
0.13
d1_diasbp_noninvasive_min
0.13
d1_arterial_po2_max
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.20
icu_admit_source
0.19
apache_post_operative
0.18
elective_surgery
0.18
icu_type
0.13
gcs_verbal_apache
0.09
intubated_apache
0.09
gcs_eyes_apache
0.08
ventilated_apache
0.07
gcs_motor_apache
0.07
gender
0.05
gcs_unable_apache
0.03
ethnicity
0.03
arf_apache
0.02
MOST FREQUENT VALUES
12.0
15,589
12.0%
1,213
11.9%
14.0
12,935
10.0%
1,003
9.9%
13.0
10,961
8.5%
772
7.6%
10.0
10,776
8.3%
851
8.4%
11.0
10,628
8.2%
841
8.3%
16.0
10,421
8.0%
815
8.0%
15.0
9,385
7.2%
699
6.9%
9.0
6,609
5.1%
531
5.2%
0.0
5,868
4.5%
516
5.1%
18.0
5,660
4.4%
461
4.5%
8.0
5,331
4.1%
443
4.4%
17.0
5,319
4.1%
427
4.2%
20.0
3,084
2.4%
261
2.6%
7.0
2,956
2.3%
236
2.3%
19.0
2,888
2.2%
198
1.9%
SMALLEST VALUES
0.0
5,868
4.5%
516
5.1%
1.0
293
0.2%
21
0.2%
2.0
396
0.3%
26
0.3%
3.0
459
0.4%
34
0.3%
4.0
770
0.6%
46
0.5%
5.0
1,115
0.9%
92
0.9%
6.0
1,956
1.5%
165
1.6%
7.0
2,956
2.3%
236
2.3%
8.0
5,331
4.1%
443
4.4%
9.0
6,609
5.1%
531
5.2%
10.0
10,776
8.3%
851
8.4%
11.0
10,628
8.2%
841
8.3%
12.0
15,589
12.0%
1,213
11.9%
13.0
10,961
8.5%
772
7.6%
14.0
12,935
10.0%
1,003
9.9%
LARGEST VALUES
100.0
1
0.0%
0
0.0%
96.0
1
0.0%
0
0.0%
72.0
1
0.0%
0
0.0%
69.0
1
0.0%
0
0.0%
66.0
1
0.0%
0
0.0%
58.0
2
0.0%
0
0.0%
53.0
1
0.0%
0
0.0%
48.0
2
0.0%
1
0.0%
46.0
2
0.0%
0
0.0%
45.0
2
0.0%
0
0.0%
44.0
5
0.0%
0
0.0%
43.0
3
0.0%
0
0.0%
42.0
6
0.0%
0
0.0%
41.0
6
0.0%
4
0.0%
40.0
11
0.0%
2
0.0%
d1_spo2_max
MISSING:
532
(0%)
62
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_spo2_max
0.45
h1_spo2_min
0.21
d1_pao2fio2ratio_max
0.17
hematocrit_apache
-0.16
d1_resprate_min
-0.16
d1_hematocrit_min
-0.16
d1_hemaglobin_min
-0.16
d1_arterial_po2_max
0.15
d1_hematocrit_max
-0.13
d1_mbp_noninvasive_min
-0.13
d1_mbp_min
-0.13
d1_pao2fio2ratio_min
0.13
d1_hemaglobin_max
-0.13
h1_arterial_po2_max
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_verbal_apache
0.11
gcs_eyes_apache
0.11
gcs_motor_apache
0.11
gender
0.11
icu_admit_source
0.09
ventilated_apache
0.05
intubated_apache
0.05
ethnicity
0.04
icu_type
0.04
hospital_admit_source
0.03
apache_post_operative
0.03
elective_surgery
0.03
icu_stay_type
0.02
arf_apache
0.01
MOST FREQUENT VALUES
100.0
87,257
67.3%
6,819
67.0%
99.0
18,252
14.1%
1,473
14.5%
98.0
11,705
9.0%
905
8.9%
97.0
6,300
4.9%
474
4.7%
96.0
3,257
2.5%
258
2.5%
95.0
1,425
1.1%
117
1.2%
94.0
622
0.5%
55
0.5%
93.0
304
0.2%
28
0.3%
92.0
170
0.1%
13
0.1%
91.0
72
0.1%
11
0.1%
90.0
56
0.0%
4
0.0%
89.0
33
0.0%
2
0.0%
88.0
27
0.0%
0
0.0%
87.0
13
0.0%
1
0.0%
82.0
13
0.0%
0
0.0%
SMALLEST VALUES
0.0
7
0.0%
0
0.0%
13.0
1
0.0%
0
0.0%
16.0
2
0.0%
0
0.0%
26.0
1
0.0%
0
0.0%
31.0
1
0.0%
0
0.0%
40.0
1
0.0%
0
0.0%
55.0
1
0.0%
0
0.0%
56.0
3
0.0%
0
0.0%
58.0
1
0.0%
0
0.0%
60.0
2
0.0%
0
0.0%
61.0
1
0.0%
0
0.0%
62.0
1
0.0%
0
0.0%
64.0
3
0.0%
0
0.0%
65.0
1
0.0%
0
0.0%
66.0
2
0.0%
0
0.0%
LARGEST VALUES
100.0
87,257
67.3%
6,819
67.0%
99.0
18,252
14.1%
1,473
14.5%
98.0
11,705
9.0%
905
8.9%
97.0
6,300
4.9%
474
4.7%
96.0
3,257
2.5%
258
2.5%
95.0
1,425
1.1%
117
1.2%
94.0
622
0.5%
55
0.5%
93.0
304
0.2%
28
0.3%
92.0
170
0.1%
13
0.1%
91.0
72
0.1%
11
0.1%
90.0
56
0.0%
4
0.0%
89.0
33
0.0%
2
0.0%
88.0
27
0.0%
0
0.0%
87.0
13
0.0%
1
0.0%
86.0
8
0.0%
1
0.0%
d1_spo2_min
MISSING:
532
(0%)
62
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_spo2_min
0.53
d1_lactate_max
-0.27
d1_lactate_min
-0.26
d1_sysbp_invasive_min
0.25
h1_spo2_max
0.24
d1_sysbp_min
0.23
d1_arterial_ph_min
0.23
d1_sysbp_noninvasive_min
0.23
d1_mbp_invasive_min
0.23
h1_lactate_min
-0.22
ph_apache
0.22
d1_mbp_min
0.21
d1_mbp_noninvasive_min
0.21
h1_lactate_max
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_motor_apache
0.11
gcs_eyes_apache
0.10
gcs_verbal_apache
0.10
ventilated_apache
0.09
icu_admit_source
0.08
hospital_admit_source
0.08
icu_type
0.07
gender
0.07
ethnicity
0.05
elective_surgery
0.05
apache_post_operative
0.05
intubated_apache
0.03
arf_apache
0.03
gcs_unable_apache
0.01
MOST FREQUENT VALUES
94.0
12,343
9.5%
948
9.3%
93.0
12,302
9.5%
962
9.5%
92.0
12,159
9.4%
891
8.8%
95.0
11,461
8.8%
930
9.1%
91.0
9,983
7.7%
742
7.3%
96.0
9,626
7.4%
807
7.9%
90.0
8,940
6.9%
647
6.4%
97.0
7,677
5.9%
628
6.2%
89.0
5,608
4.3%
445
4.4%
98.0
5,422
4.2%
463
4.6%
88.0
4,449
3.4%
307
3.0%
99.0
3,264
2.5%
312
3.1%
87.0
3,112
2.4%
231
2.3%
100.0
2,889
2.2%
317
3.1%
86.0
2,705
2.1%
181
1.8%
SMALLEST VALUES
0.0
194
0.1%
23
0.2%
1.0
20
0.0%
1
0.0%
2.0
43
0.0%
2
0.0%
3.0
19
0.0%
1
0.0%
4.0
15
0.0%
4
0.0%
5.0
23
0.0%
0
0.0%
6.0
19
0.0%
1
0.0%
7.0
9
0.0%
0
0.0%
8.0
15
0.0%
1
0.0%
9.0
39
0.0%
0
0.0%
10.0
58
0.0%
7
0.1%
11.0
16
0.0%
1
0.0%
12.0
27
0.0%
1
0.0%
13.0
14
0.0%
1
0.0%
14.0
16
0.0%
1
0.0%
LARGEST VALUES
100.0
2,889
2.2%
317
3.1%
99.0
3,264
2.5%
312
3.1%
98.0
5,422
4.2%
463
4.6%
97.0
7,677
5.9%
628
6.2%
96.0
9,626
7.4%
807
7.9%
95.0
11,461
8.8%
930
9.1%
94.0
12,343
9.5%
948
9.3%
93.0
12,302
9.5%
962
9.5%
92.0
12,159
9.4%
891
8.8%
91.0
9,983
7.7%
742
7.3%
90.0
8,940
6.9%
647
6.4%
89.0
5,608
4.3%
445
4.4%
88.0
4,449
3.4%
307
3.0%
87.0
3,112
2.4%
231
2.3%
86.0
2,705
2.1%
181
1.8%
d1_sysbp_invasive_max
MISSING:
95,038
(73%)
7,322
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sysbp_invasive_max
0.62
d1_sysbp_max
0.47
d1_diasbp_invasive_max
0.46
d1_mbp_invasive_max
0.46
d1_sysbp_noninvasive_max
0.45
h1_sysbp_max
0.41
h1_sysbp_noninvasive_max
0.38
h1_sysbp_invasive_min
0.38
h1_mbp_invasive_max
0.34
d1_mbp_max
0.34
d1_mbp_noninvasive_max
0.32
h1_sysbp_min
0.31
h1_mbp_max
0.30
h1_sysbp_noninvasive_min
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.54
icu_admit_source
0.54
elective_surgery
0.52
hospital_admit_source
0.46
intubated_apache
0.32
ventilated_apache
0.31
icu_type
0.30
gcs_verbal_apache
0.22
gcs_eyes_apache
0.18
gcs_motor_apache
0.18
gcs_unable_apache
0.07
gender
0.05
icu_stay_type
0.04
ethnicity
0.03
MOST FREQUENT VALUES
150.0
600
1.7%
60
2.1%
144.0
591
1.7%
53
1.8%
148.0
585
1.7%
51
1.8%
154.0
573
1.6%
53
1.8%
156.0
570
1.6%
44
1.5%
152.0
564
1.6%
51
1.8%
146.0
558
1.6%
56
1.9%
140.0
551
1.6%
39
1.3%
158.0
546
1.6%
51
1.8%
138.0
544
1.5%
50
1.7%
145.0
536
1.5%
43
1.5%
160.0
531
1.5%
40
1.4%
142.0
529
1.5%
52
1.8%
151.0
527
1.5%
34
1.2%
147.0
514
1.5%
42
1.4%
SMALLEST VALUES
71.0
189
0.5%
0
0.0%
72.0
7
0.0%
0
0.0%
73.0
5
0.0%
2
0.1%
74.0
10
0.0%
1
0.0%
75.0
7
0.0%
2
0.1%
76.0
5
0.0%
0
0.0%
77.0
10
0.0%
0
0.0%
78.0
14
0.0%
0
0.0%
79.0
8
0.0%
0
0.0%
80.0
8
0.0%
1
0.0%
81.0
8
0.0%
1
0.0%
82.0
17
0.0%
0
0.0%
83.0
10
0.0%
2
0.1%
84.0
17
0.0%
0
0.0%
85.0
10
0.0%
4
0.1%
LARGEST VALUES
295.0
169
0.5%
0
0.0%
294.0
8
0.0%
1
0.0%
293.0
5
0.0%
1
0.0%
292.0
4
0.0%
0
0.0%
291.0
2
0.0%
3
0.1%
290.0
5
0.0%
1
0.0%
289.0
5
0.0%
1
0.0%
288.0
8
0.0%
1
0.0%
287.0
6
0.0%
0
0.0%
286.0
4
0.0%
1
0.0%
285.0
5
0.0%
1
0.0%
284.0
4
0.0%
1
0.0%
283.0
3
0.0%
2
0.1%
282.0
13
0.0%
1
0.0%
281.0
4
0.0%
1
0.0%
d1_sysbp_invasive_min
MISSING:
95,038
(73%)
7,322
(72%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_mbp_invasive_min
0.72
d1_diasbp_invasive_min
0.61
h1_sysbp_invasive_min
0.59
d1_sysbp_min
0.52
d1_sysbp_noninvasive_min
0.50
h1_mbp_invasive_min
0.46
d1_mbp_min
0.44
h1_sysbp_min
0.44
d1_mbp_noninvasive_min
0.42
h1_sysbp_noninvasive_min
0.42
h1_mbp_min
0.37
h1_sysbp_invasive_max
0.37
d1_diasbp_min
0.36
h1_mbp_noninvasive_min
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.53
icu_admit_source
0.52
elective_surgery
0.51
hospital_admit_source
0.44
intubated_apache
0.28
icu_type
0.28
ventilated_apache
0.26
gcs_verbal_apache
0.18
gcs_eyes_apache
0.14
gcs_motor_apache
0.13
gcs_unable_apache
0.06
gender
0.06
icu_stay_type
0.04
ethnicity
0.02
MOST FREQUENT VALUES
86.0
860
2.4%
69
2.4%
92.0
847
2.4%
79
2.7%
88.0
841
2.4%
76
2.6%
90.0
841
2.4%
60
2.1%
84.0
767
2.2%
55
1.9%
91.0
760
2.2%
71
2.4%
94.0
752
2.1%
52
1.8%
82.0
746
2.1%
66
2.3%
89.0
740
2.1%
50
1.7%
80.0
713
2.0%
61
2.1%
96.0
710
2.0%
50
1.7%
93.0
692
2.0%
50
1.7%
85.0
685
2.0%
47
1.6%
87.0
680
1.9%
58
2.0%
98.0
672
1.9%
71
2.4%
SMALLEST VALUES
10.0
195
0.6%
3
0.1%
11.0
15
0.0%
1
0.0%
12.0
18
0.1%
2
0.1%
13.0
19
0.1%
1
0.0%
14.0
13
0.0%
0
0.0%
15.0
16
0.0%
1
0.0%
16.0
21
0.1%
3
0.1%
17.0
17
0.0%
3
0.1%
18.0
21
0.1%
2
0.1%
19.0
15
0.0%
3
0.1%
20.0
18
0.1%
1
0.0%
21.0
17
0.0%
1
0.0%
22.0
17
0.0%
2
0.1%
23.0
18
0.1%
2
0.1%
24.0
16
0.0%
1
0.0%
LARGEST VALUES
172.0
174
0.5%
0
0.0%
171.0
15
0.0%
0
0.0%
170.0
13
0.0%
0
0.0%
169.0
5
0.0%
0
0.0%
168.0
8
0.0%
0
0.0%
167.0
14
0.0%
1
0.0%
166.0
16
0.0%
0
0.0%
165.0
14
0.0%
2
0.1%
164.0
21
0.1%
5
0.2%
163.0
17
0.0%
0
0.0%
162.0
27
0.1%
1
0.0%
161.0
25
0.1%
3
0.1%
160.0
26
0.1%
6
0.2%
159.0
22
0.1%
1
0.0%
158.0
41
0.1%
3
0.1%
d1_sysbp_max
MISSING:
271
(0%)
23
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_sysbp_noninvasive_max
1.00
d1_mbp_noninvasive_max
0.75
d1_mbp_max
0.75
h1_sysbp_noninvasive_max
0.73
h1_sysbp_max
0.71
d1_diasbp_noninvasive_max
0.61
d1_diasbp_max
0.61
h1_mbp_noninvasive_max
0.57
h1_mbp_max
0.55
h1_sysbp_noninvasive_min
0.54
h1_sysbp_min
0.53
h1_sysbp_invasive_max
0.47
d1_sysbp_invasive_max
0.47
map_apache
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.12
hospital_admit_source
0.11
icu_admit_source
0.10
apache_post_operative
0.10
elective_surgery
0.09
ethnicity
0.09
diabetes_mellitus
0.07
gcs_verbal_apache
0.06
gcs_motor_apache
0.06
arf_apache
0.05
gcs_eyes_apache
0.05
gender
0.04
intubated_apache
0.03
hepatic_failure
0.03
MOST FREQUENT VALUES
140.0
2,228
1.7%
169
1.7%
134.0
2,095
1.6%
156
1.5%
138.0
2,090
1.6%
155
1.5%
144.0
2,084
1.6%
158
1.5%
142.0
2,069
1.6%
149
1.5%
137.0
2,067
1.6%
157
1.5%
135.0
2,067
1.6%
193
1.9%
139.0
2,057
1.6%
142
1.4%
146.0
2,047
1.6%
173
1.7%
133.0
2,043
1.6%
146
1.4%
143.0
2,040
1.6%
134
1.3%
145.0
2,039
1.6%
186
1.8%
148.0
2,015
1.6%
175
1.7%
147.0
2,010
1.5%
201
2.0%
141.0
1,995
1.5%
149
1.5%
SMALLEST VALUES
90.0
693
0.5%
0
0.0%
91.0
92
0.1%
58
0.6%
92.0
110
0.1%
13
0.1%
93.0
107
0.1%
6
0.1%
94.0
116
0.1%
15
0.1%
95.0
149
0.1%
11
0.1%
96.0
161
0.1%
17
0.2%
97.0
185
0.1%
18
0.2%
98.0
197
0.2%
20
0.2%
99.0
230
0.2%
14
0.1%
100.0
242
0.2%
15
0.1%
101.0
272
0.2%
25
0.2%
102.0
298
0.2%
21
0.2%
103.0
370
0.3%
27
0.3%
104.0
388
0.3%
45
0.4%
LARGEST VALUES
232.0
640
0.5%
0
0.0%
231.0
46
0.0%
0
0.0%
230.0
60
0.0%
0
0.0%
229.0
45
0.0%
0
0.0%
228.0
52
0.0%
0
0.0%
227.0
50
0.0%
2
0.0%
226.0
73
0.1%
6
0.1%
225.0
66
0.1%
6
0.1%
224.0
70
0.1%
2
0.0%
223.0
70
0.1%
7
0.1%
222.0
81
0.1%
4
0.0%
221.0
79
0.1%
4
0.0%
220.0
94
0.1%
9
0.1%
219.0
90
0.1%
7
0.1%
218.0
78
0.1%
5
0.0%
d1_sysbp_min
MISSING:
271
(0%)
23
(0%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_sysbp_noninvasive_min
1.00
d1_mbp_noninvasive_min
0.79
d1_mbp_min
0.79
d1_diasbp_min
0.66
d1_diasbp_noninvasive_min
0.66
h1_sysbp_noninvasive_min
0.66
h1_sysbp_min
0.64
h1_mbp_noninvasive_min
0.57
h1_mbp_min
0.55
d1_sysbp_invasive_min
0.52
h1_diasbp_noninvasive_min
0.47
h1_sysbp_noninvasive_max
0.46
h1_sysbp_max
0.45
h1_diasbp_min
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.19
gcs_verbal_apache
0.17
gcs_motor_apache
0.16
gcs_eyes_apache
0.16
intubated_apache
0.15
hospital_admit_source
0.11
ethnicity
0.08
icu_type
0.08
icu_admit_source
0.08
gender
0.05
icu_stay_type
0.05
gcs_unable_apache
0.04
hepatic_failure
0.04
cirrhosis
0.04
MOST FREQUENT VALUES
90.0
3,053
2.4%
251
2.5%
91.0
3,026
2.3%
225
2.2%
92.0
2,938
2.3%
227
2.2%
94.0
2,827
2.2%
219
2.1%
93.0
2,821
2.2%
244
2.4%
96.0
2,752
2.1%
236
2.3%
95.0
2,751
2.1%
235
2.3%
97.0
2,632
2.0%
206
2.0%
98.0
2,605
2.0%
206
2.0%
100.0
2,547
2.0%
200
2.0%
87.0
2,501
1.9%
197
1.9%
99.0
2,489
1.9%
188
1.8%
86.0
2,468
1.9%
202
2.0%
88.0
2,443
1.9%
193
1.9%
89.0
2,438
1.9%
195
1.9%
SMALLEST VALUES
41.0
729
0.6%
0
0.0%
42.0
71
0.1%
58
0.6%
43.0
97
0.1%
3
0.0%
44.0
108
0.1%
9
0.1%
45.0
93
0.1%
5
0.0%
46.0
128
0.1%
8
0.1%
47.0
134
0.1%
6
0.1%
48.0
153
0.1%
12
0.1%
49.0
150
0.1%
15
0.1%
50.0
183
0.1%
23
0.2%
51.0
184
0.1%
23
0.2%
52.0
207
0.2%
22
0.2%
53.0
219
0.2%
16
0.2%
54.0
252
0.2%
28
0.3%
55.0
268
0.2%
17
0.2%
LARGEST VALUES
160.0
623
0.5%
2
0.0%
159.0
57
0.0%
1
0.0%
158.0
64
0.0%
5
0.0%
157.0
62
0.0%
4
0.0%
156.0
73
0.1%
3
0.0%
155.0
95
0.1%
14
0.1%
154.0
91
0.1%
10
0.1%
153.0
86
0.1%
11
0.1%
152.0
109
0.1%
13
0.1%
151.0
118
0.1%
6
0.1%
150.0
128
0.1%
16
0.2%
149.0
157
0.1%
9
0.1%
148.0
153
0.1%
15
0.1%
147.0
164
0.1%
10
0.1%
146.0
194
0.1%
11
0.1%
d1_sysbp_noninvasive_max
MISSING:
1,623
(1%)
148
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_sysbp_max
1.00
d1_mbp_noninvasive_max
0.75
d1_mbp_max
0.75
h1_sysbp_noninvasive_max
0.73
h1_sysbp_max
0.71
d1_diasbp_noninvasive_max
0.62
d1_diasbp_max
0.62
h1_mbp_noninvasive_max
0.57
h1_mbp_max
0.56
h1_sysbp_noninvasive_min
0.54
h1_sysbp_min
0.53
map_apache
0.47
h1_sysbp_invasive_max
0.47
h1_diasbp_noninvasive_max
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.16
icu_admit_source
0.16
hospital_admit_source
0.16
apache_post_operative
0.15
elective_surgery
0.15
intubated_apache
0.07
ethnicity
0.06
gcs_verbal_apache
0.06
diabetes_mellitus
0.06
ventilated_apache
0.06
gcs_motor_apache
0.05
arf_apache
0.04
gender
0.04
gcs_eyes_apache
0.04
MOST FREQUENT VALUES
140.0
2,180
1.7%
167
1.7%
134.0
2,067
1.6%
155
1.5%
137.0
2,060
1.6%
155
1.5%
144.0
2,057
1.6%
155
1.5%
138.0
2,053
1.6%
151
1.5%
135.0
2,051
1.6%
189
1.9%
142.0
2,039
1.6%
146
1.4%
139.0
2,036
1.6%
140
1.4%
133.0
2,030
1.6%
144
1.4%
146.0
2,025
1.6%
172
1.7%
145.0
2,022
1.6%
186
1.8%
143.0
2,020
1.6%
135
1.3%
147.0
1,989
1.5%
197
2.0%
148.0
1,981
1.5%
173
1.7%
141.0
1,968
1.5%
146
1.4%
SMALLEST VALUES
90.0
707
0.6%
0
0.0%
91.0
91
0.1%
7
0.1%
92.0
108
0.1%
13
0.1%
93.0
108
0.1%
5
0.0%
94.0
115
0.1%
15
0.1%
95.0
151
0.1%
11
0.1%
96.0
168
0.1%
16
0.2%
97.0
189
0.1%
18
0.2%
98.0
201
0.2%
20
0.2%
99.0
233
0.2%
14
0.1%
100.0
246
0.2%
15
0.1%
101.0
273
0.2%
24
0.2%
102.0
298
0.2%
21
0.2%
103.0
366
0.3%
27
0.3%
104.0
389
0.3%
44
0.4%
LARGEST VALUES
232.0
627
0.5%
0
0.0%
231.0
46
0.0%
0
0.0%
230.0
59
0.0%
0
0.0%
229.0
44
0.0%
0
0.0%
228.0
52
0.0%
1
0.0%
227.0
50
0.0%
2
0.0%
226.0
73
0.1%
6
0.1%
225.0
65
0.1%
6
0.1%
224.0
68
0.1%
2
0.0%
223.0
70
0.1%
7
0.1%
222.0
81
0.1%
4
0.0%
221.0
78
0.1%
4
0.0%
220.0
93
0.1%
9
0.1%
219.0
89
0.1%
7
0.1%
218.0
78
0.1%
5
0.0%
d1_sysbp_noninvasive_min
MISSING:
1,623
(1%)
148
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_sysbp_min
1.00
d1_mbp_noninvasive_min
0.80
d1_mbp_min
0.79
d1_diasbp_noninvasive_min
0.67
d1_diasbp_min
0.66
h1_sysbp_noninvasive_min
0.66
h1_sysbp_min
0.64
h1_mbp_noninvasive_min
0.57
h1_mbp_min
0.55
d1_sysbp_invasive_min
0.50
h1_diasbp_noninvasive_min
0.47
h1_sysbp_noninvasive_max
0.46
h1_sysbp_max
0.45
h1_diasbp_min
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.21
intubated_apache
0.18
gcs_verbal_apache
0.17
gcs_motor_apache
0.16
gcs_eyes_apache
0.16
hospital_admit_source
0.11
icu_type
0.10
icu_admit_source
0.07
ethnicity
0.07
gender
0.04
icu_stay_type
0.04
gcs_unable_apache
0.04
hepatic_failure
0.04
cirrhosis
0.03
MOST FREQUENT VALUES
90.0
3,019
2.3%
244
2.4%
91.0
3,001
2.3%
224
2.2%
92.0
2,892
2.2%
227
2.3%
94.0
2,791
2.2%
217
2.2%
93.0
2,784
2.2%
242
2.4%
95.0
2,745
2.1%
233
2.3%
96.0
2,710
2.1%
235
2.3%
97.0
2,606
2.0%
203
2.0%
98.0
2,575
2.0%
202
2.0%
100.0
2,518
2.0%
196
1.9%
87.0
2,462
1.9%
196
1.9%
99.0
2,462
1.9%
184
1.8%
86.0
2,424
1.9%
199
2.0%
89.0
2,403
1.9%
194
1.9%
88.0
2,395
1.9%
190
1.9%
SMALLEST VALUES
41.03
711
0.6%
0
0.0%
42.0
71
0.1%
57
0.6%
43.0
97
0.1%
3
0.0%
44.0
110
0.1%
9
0.1%
45.0
92
0.1%
5
0.0%
46.0
127
0.1%
8
0.1%
47.0
133
0.1%
6
0.1%
48.0
153
0.1%
12
0.1%
49.0
149
0.1%
15
0.1%
50.0
175
0.1%
23
0.2%
51.0
184
0.1%
23
0.2%
52.0
207
0.2%
22
0.2%
53.0
219
0.2%
16
0.2%
54.0
248
0.2%
28
0.3%
55.0
267
0.2%
17
0.2%
LARGEST VALUES
160.0
618
0.5%
2
0.0%
159.0
56
0.0%
1
0.0%
158.0
64
0.0%
5
0.0%
157.0
60
0.0%
4
0.0%
156.0
72
0.1%
3
0.0%
155.0
96
0.1%
13
0.1%
154.0
90
0.1%
9
0.1%
153.0
88
0.1%
10
0.1%
152.0
106
0.1%
13
0.1%
151.0
118
0.1%
6
0.1%
150.0
128
0.1%
16
0.2%
149.0
156
0.1%
9
0.1%
148.0
150
0.1%
15
0.1%
147.0
161
0.1%
11
0.1%
146.0
190
0.1%
11
0.1%
d1_temp_max
MISSING:
4,494
(3%)
430
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_temp_max
0.48
temp_apache
0.41
h1_temp_min
0.40
d1_heartrate_max
0.27
d1_temp_min
0.25
heart_rate_apache
0.24
h1_heartrate_max
0.22
h1_heartrate_min
0.20
d1_heartrate_min
0.19
d1_calcium_min
-0.15
d1_arterial_ph_max
0.13
d1_calcium_max
-0.13
d1_resprate_max
0.12
d1_albumin_min
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.12
gcs_verbal_apache
0.10
gcs_eyes_apache
0.09
ethnicity
0.09
gcs_motor_apache
0.08
icu_admit_source
0.06
ventilated_apache
0.06
intubated_apache
0.05
hospital_admit_source
0.05
gender
0.04
apache_post_operative
0.04
elective_surgery
0.03
icu_stay_type
0.03
arf_apache
0.01
MOST FREQUENT VALUES
37.1
11,309
9.0%
846
8.6%
36.9
10,560
8.4%
850
8.7%
37.2
9,778
7.8%
790
8.1%
36.8
9,326
7.4%
739
7.5%
37.0
8,787
7.0%
685
7.0%
37.3
7,103
5.7%
587
6.0%
36.7
6,684
5.3%
541
5.5%
37.4
6,100
4.9%
509
5.2%
37.6
4,713
3.8%
355
3.6%
37.7
4,280
3.4%
328
3.3%
36.6
4,185
3.3%
352
3.6%
37.5
3,911
3.1%
310
3.2%
37.8
3,801
3.0%
366
3.7%
37.9
2,944
2.3%
267
2.7%
38.0
2,742
2.2%
204
2.1%
SMALLEST VALUES
35.1
786
0.6%
4
0.0%
35.111
1
0.0%
0
0.0%
35.16666667
1
0.0%
0
0.0%
35.2
55
0.0%
4
0.0%
35.278
1
0.0%
0
0.0%
35.2806
1
0.0%
0
0.0%
35.3
49
0.0%
4
0.0%
35.389
1
0.0%
0
0.0%
35.4
64
0.1%
6
0.1%
35.44
1
0.0%
0
0.0%
35.444
1
0.0%
0
0.0%
35.44444444
1
0.0%
0
0.0%
35.5
60
0.0%
7
0.1%
35.6
144
0.1%
17
0.2%
35.7
161
0.1%
14
0.1%
LARGEST VALUES
39.9
533
0.4%
0
0.0%
39.89208
2
0.0%
0
0.0%
39.88888889
1
0.0%
0
0.0%
39.83652
2
0.0%
0
0.0%
39.83
1
0.0%
0
0.0%
39.8
139
0.1%
21
0.2%
39.78096
2
0.0%
0
0.0%
39.77
1
0.0%
0
0.0%
39.72222222
1
0.0%
0
0.0%
39.722
1
0.0%
0
0.0%
39.72
4
0.0%
0
0.0%
39.7
167
0.1%
23
0.2%
39.66
5
0.0%
0
0.0%
39.61428
3
0.0%
0
0.0%
39.61
6
0.0%
0
0.0%
d1_temp_min
MISSING:
4,494
(3%)
430
(4%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
temp_apache
0.79
h1_temp_min
0.65
h1_temp_max
0.58
h1_lactate_max
-0.30
h1_lactate_min
-0.30
d1_lactate_max
-0.28
d1_temp_max
0.25
d1_lactate_min
-0.24
d1_arterial_ph_min
0.24
h1_arterial_ph_min
0.21
h1_arterial_ph_max
0.20
ph_apache
0.18
d1_hco3_min
0.17
d1_heartrate_min
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.11
ethnicity
0.09
gcs_eyes_apache
0.08
gcs_verbal_apache
0.08
gcs_motor_apache
0.08
icu_admit_source
0.05
hospital_admit_source
0.04
gender
0.04
icu_stay_type
0.03
apache_post_operative
0.03
elective_surgery
0.03
ventilated_apache
0.02
intubated_apache
0.02
gcs_unable_apache
0.01
MOST FREQUENT VALUES
36.4
14,821
11.8%
1,216
12.4%
36.6
12,103
9.6%
913
9.3%
36.3
10,900
8.7%
814
8.3%
36.7
10,452
8.3%
860
8.8%
36.5
9,215
7.3%
680
6.9%
36.2
7,755
6.2%
661
6.7%
36.1
7,243
5.8%
583
5.9%
36.8
6,860
5.5%
607
6.2%
36.0
5,318
4.2%
409
4.2%
36.9
4,236
3.4%
378
3.9%
35.9
3,631
2.9%
280
2.9%
35.8
3,138
2.5%
247
2.5%
35.6
2,618
2.1%
241
2.5%
37.0
2,521
2.0%
240
2.4%
35.7
2,270
1.8%
187
1.9%
SMALLEST VALUES
31.889
832
0.7%
0
0.0%
31.891440000000003
1
0.0%
0
0.0%
31.9
60
0.0%
6
0.1%
31.944000000000003
1
0.0%
0
0.0%
32.0
73
0.1%
11
0.1%
32.002559999999995
1
0.0%
0
0.0%
32.05
1
0.0%
0
0.0%
32.05555556
1
0.0%
0
0.0%
32.056
2
0.0%
0
0.0%
32.05812
1
0.0%
0
0.0%
32.09
2
0.0%
0
0.0%
32.1
74
0.1%
6
0.1%
32.111
1
0.0%
0
0.0%
32.16
1
0.0%
0
0.0%
32.167
2
0.0%
0
0.0%
LARGEST VALUES
37.8
601
0.5%
21
0.2%
37.7808
1
0.0%
0
0.0%
37.77
3
0.0%
0
0.0%
37.72524
1
0.0%
0
0.0%
37.72
1
0.0%
0
0.0%
37.7
287
0.2%
33
0.3%
37.66968
1
0.0%
0
0.0%
37.667
2
0.0%
0
0.0%
37.66
3
0.0%
0
0.0%
37.61412
1
0.0%
0
0.0%
37.611
1
0.0%
0
0.0%
37.61
5
0.0%
0
0.0%
37.6
354
0.3%
28
0.3%
37.55856
4
0.0%
0
0.0%
37.55555556
1
0.0%
0
0.0%
h1_diasbp_invasive_max
MISSING:
104,829
(81%)
8,173
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_invasive_min
0.69
h1_diasbp_max
0.66
h1_mbp_invasive_max
0.60
h1_mbp_max
0.59
h1_diasbp_noninvasive_max
0.57
d1_diasbp_invasive_max
0.56
h1_sysbp_invasive_max
0.56
h1_mbp_invasive_min
0.55
h1_diasbp_min
0.55
h1_mbp_noninvasive_max
0.54
h1_diasbp_noninvasive_min
0.51
h1_mbp_min
0.50
h1_mbp_noninvasive_min
0.46
d1_diasbp_invasive_min
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.60
apache_post_operative
0.60
elective_surgery
0.58
hospital_admit_source
0.52
icu_type
0.31
intubated_apache
0.22
ventilated_apache
0.21
gcs_verbal_apache
0.14
gcs_motor_apache
0.10
gcs_eyes_apache
0.09
gender
0.05
gcs_unable_apache
0.05
icu_stay_type
0.05
arf_apache
0.03
MOST FREQUENT VALUES
62.0
796
3.1%
57
2.8%
60.0
767
3.0%
51
2.5%
64.0
755
3.0%
65
3.2%
66.0
749
3.0%
52
2.5%
68.0
746
2.9%
70
3.4%
70.0
724
2.9%
54
2.6%
58.0
697
2.8%
49
2.4%
74.0
642
2.5%
55
2.7%
61.0
641
2.5%
51
2.5%
63.0
640
2.5%
56
2.7%
72.0
634
2.5%
49
2.4%
59.0
619
2.4%
44
2.1%
67.0
611
2.4%
46
2.2%
65.0
609
2.4%
51
2.5%
56.0
606
2.4%
60
2.9%
SMALLEST VALUES
33.0
150
0.6%
0
0.0%
34.0
29
0.1%
0
0.0%
35.0
29
0.1%
0
0.0%
36.0
45
0.2%
3
0.1%
37.0
42
0.2%
2
0.1%
38.0
62
0.2%
2
0.1%
39.0
58
0.2%
5
0.2%
40.0
104
0.4%
6
0.3%
41.0
96
0.4%
6
0.3%
42.0
138
0.5%
16
0.8%
43.0
129
0.5%
14
0.7%
44.0
200
0.8%
19
0.9%
45.0
145
0.6%
16
0.8%
46.0
245
1.0%
23
1.1%
47.0
253
1.0%
18
0.9%
LARGEST VALUES
135.0
123
0.5%
0
0.0%
134.0
5
0.0%
0
0.0%
133.0
3
0.0%
1
0.0%
132.0
4
0.0%
0
0.0%
131.0
10
0.0%
1
0.0%
130.0
9
0.0%
2
0.1%
129.0
9
0.0%
0
0.0%
128.0
8
0.0%
0
0.0%
127.0
9
0.0%
1
0.0%
126.0
11
0.0%
0
0.0%
125.0
11
0.0%
0
0.0%
124.0
10
0.0%
1
0.0%
123.0
13
0.1%
0
0.0%
122.0
15
0.1%
0
0.0%
121.0
17
0.1%
0
0.0%
h1_diasbp_invasive_min
MISSING:
104,829
(81%)
8,173
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_mbp_invasive_min
0.83
h1_diasbp_min
0.71
h1_diasbp_invasive_max
0.69
h1_mbp_min
0.67
d1_diasbp_invasive_min
0.66
h1_diasbp_noninvasive_min
0.63
h1_sysbp_invasive_min
0.62
h1_mbp_noninvasive_min
0.59
h1_diasbp_max
0.55
h1_sysbp_min
0.52
h1_diasbp_noninvasive_max
0.51
d1_mbp_invasive_min
0.50
h1_mbp_noninvasive_max
0.49
h1_sysbp_noninvasive_min
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.59
apache_post_operative
0.59
elective_surgery
0.57
hospital_admit_source
0.51
icu_type
0.29
intubated_apache
0.21
ventilated_apache
0.20
gcs_verbal_apache
0.13
gcs_motor_apache
0.09
gcs_eyes_apache
0.08
gender
0.05
gcs_unable_apache
0.04
icu_stay_type
0.04
arf_apache
0.03
MOST FREQUENT VALUES
50.0
891
3.5%
69
3.3%
54.0
854
3.4%
72
3.5%
52.0
842
3.3%
72
3.5%
56.0
808
3.2%
57
2.8%
48.0
808
3.2%
69
3.3%
58.0
800
3.2%
56
2.7%
46.0
730
2.9%
52
2.5%
60.0
709
2.8%
58
2.8%
55.0
702
2.8%
59
2.9%
53.0
700
2.8%
71
3.4%
62.0
700
2.8%
51
2.5%
51.0
677
2.7%
58
2.8%
44.0
654
2.6%
47
2.3%
49.0
653
2.6%
58
2.8%
57.0
644
2.5%
52
2.5%
SMALLEST VALUES
19.0
142
0.6%
0
0.0%
20.0
12
0.0%
0
0.0%
21.0
14
0.1%
0
0.0%
22.0
13
0.1%
0
0.0%
23.0
21
0.1%
0
0.0%
24.0
31
0.1%
0
0.0%
25.0
25
0.1%
0
0.0%
26.0
33
0.1%
1
0.0%
27.0
30
0.1%
3
0.1%
28.0
59
0.2%
3
0.1%
29.0
60
0.2%
5
0.2%
30.0
90
0.4%
3
0.1%
31.0
94
0.4%
8
0.4%
32.0
114
0.5%
8
0.4%
33.0
134
0.5%
13
0.6%
LARGEST VALUES
104.0
123
0.5%
0
0.0%
103.0
8
0.0%
0
0.0%
102.0
16
0.1%
0
0.0%
101.0
17
0.1%
0
0.0%
100.0
26
0.1%
3
0.1%
99.0
23
0.1%
1
0.0%
98.0
29
0.1%
0
0.0%
97.0
27
0.1%
1
0.0%
96.0
33
0.1%
3
0.1%
95.0
28
0.1%
1
0.0%
94.0
30
0.1%
2
0.1%
93.0
29
0.1%
5
0.2%
92.0
68
0.3%
1
0.0%
91.0
54
0.2%
2
0.1%
90.0
56
0.2%
5
0.2%
h1_diasbp_max
MISSING:
5,527
(4%)
652
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_noninvasive_max
0.98
h1_mbp_noninvasive_max
0.86
h1_mbp_max
0.85
h1_diasbp_invasive_max
0.66
h1_sysbp_noninvasive_max
0.65
h1_sysbp_max
0.64
h1_diasbp_min
0.62
h1_diasbp_noninvasive_min
0.62
d1_diasbp_max
0.60
d1_diasbp_noninvasive_max
0.60
h1_mbp_min
0.57
h1_mbp_noninvasive_min
0.57
d1_mbp_noninvasive_max
0.56
d1_mbp_max
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.10
apache_post_operative
0.09
icu_type
0.09
elective_surgery
0.09
hospital_admit_source
0.08
ethnicity
0.07
gender
0.05
gcs_motor_apache
0.05
gcs_verbal_apache
0.05
gcs_eyes_apache
0.04
diabetes_mellitus
0.03
icu_stay_type
0.03
hepatic_failure
0.02
cirrhosis
0.02
MOST FREQUENT VALUES
68.0
3,010
2.4%
252
2.6%
70.0
2,936
2.4%
241
2.5%
74.0
2,900
2.3%
205
2.1%
72.0
2,858
2.3%
241
2.5%
66.0
2,852
2.3%
225
2.3%
65.0
2,779
2.2%
233
2.4%
71.0
2,707
2.2%
215
2.2%
67.0
2,706
2.2%
218
2.3%
69.0
2,683
2.2%
206
2.1%
62.0
2,673
2.1%
215
2.2%
77.0
2,671
2.1%
171
1.8%
73.0
2,657
2.1%
201
2.1%
75.0
2,649
2.1%
184
1.9%
76.0
2,625
2.1%
191
2.0%
64.0
2,623
2.1%
211
2.2%
SMALLEST VALUES
37.0
785
0.6%
51
0.5%
38.0
196
0.2%
8
0.1%
39.0
186
0.1%
14
0.1%
40.0
256
0.2%
29
0.3%
41.0
332
0.3%
27
0.3%
42.0
337
0.3%
32
0.3%
43.0
389
0.3%
41
0.4%
44.0
537
0.4%
40
0.4%
45.0
545
0.4%
43
0.4%
46.0
646
0.5%
56
0.6%
47.0
726
0.6%
61
0.6%
48.0
948
0.8%
67
0.7%
49.0
911
0.7%
70
0.7%
50.0
1,181
0.9%
116
1.2%
51.0
1,206
1.0%
108
1.1%
LARGEST VALUES
143.0
607
0.5%
0
0.0%
142.0
40
0.0%
0
0.0%
141.0
45
0.0%
3
0.0%
140.0
46
0.0%
3
0.0%
139.0
54
0.0%
1
0.0%
138.0
45
0.0%
4
0.0%
137.0
61
0.0%
6
0.1%
136.0
67
0.1%
3
0.0%
135.0
78
0.1%
4
0.0%
134.0
79
0.1%
3
0.0%
133.0
68
0.1%
5
0.1%
132.0
77
0.1%
3
0.0%
131.0
80
0.1%
7
0.1%
130.0
105
0.1%
9
0.1%
129.0
98
0.1%
2
0.0%
h1_diasbp_min
MISSING:
5,527
(4%)
652
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_noninvasive_min
0.98
h1_mbp_noninvasive_min
0.87
h1_mbp_min
0.87
h1_diasbp_invasive_min
0.71
h1_sysbp_noninvasive_min
0.68
h1_sysbp_min
0.68
h1_diasbp_max
0.62
h1_mbp_noninvasive_max
0.62
h1_mbp_invasive_min
0.61
d1_diasbp_min
0.61
h1_diasbp_noninvasive_max
0.61
d1_diasbp_noninvasive_min
0.61
h1_mbp_max
0.61
d1_mbp_noninvasive_min
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ethnicity
0.09
hospital_admit_source
0.09
icu_admit_source
0.09
gender
0.08
ventilated_apache
0.08
icu_type
0.07
gcs_verbal_apache
0.07
apache_post_operative
0.07
intubated_apache
0.07
gcs_eyes_apache
0.07
elective_surgery
0.07
gcs_motor_apache
0.07
diabetes_mellitus
0.05
cirrhosis
0.03
MOST FREQUENT VALUES
58.0
3,400
2.7%
263
2.7%
60.0
3,362
2.7%
249
2.6%
56.0
3,354
2.7%
225
2.3%
55.0
3,290
2.6%
247
2.6%
59.0
3,166
2.5%
265
2.8%
62.0
3,089
2.5%
229
2.4%
57.0
3,062
2.5%
236
2.5%
63.0
3,051
2.4%
224
2.3%
61.0
2,984
2.4%
231
2.4%
54.0
2,981
2.4%
225
2.3%
65.0
2,956
2.4%
230
2.4%
64.0
2,933
2.4%
230
2.4%
53.0
2,805
2.3%
211
2.2%
50.0
2,801
2.2%
229
2.4%
52.0
2,800
2.2%
229
2.4%
SMALLEST VALUES
22.0
745
0.6%
3
0.0%
23.0
115
0.1%
3
0.0%
24.0
118
0.1%
8
0.1%
25.0
140
0.1%
15
0.2%
26.0
182
0.1%
9
0.1%
27.0
191
0.2%
9
0.1%
28.0
241
0.2%
13
0.1%
29.0
282
0.2%
19
0.2%
30.0
361
0.3%
21
0.2%
31.0
337
0.3%
34
0.4%
32.0
436
0.3%
33
0.3%
33.0
468
0.4%
42
0.4%
34.0
589
0.5%
42
0.4%
35.0
665
0.5%
43
0.4%
36.0
741
0.6%
64
0.7%
LARGEST VALUES
113.0
612
0.5%
0
0.0%
112.0
72
0.1%
0
0.0%
111.0
72
0.1%
47
0.5%
110.0
92
0.1%
1
0.0%
109.0
75
0.1%
5
0.1%
108.0
98
0.1%
8
0.1%
107.0
105
0.1%
10
0.1%
106.0
141
0.1%
7
0.1%
105.0
119
0.1%
8
0.1%
104.0
162
0.1%
13
0.1%
103.0
171
0.1%
8
0.1%
102.0
162
0.1%
7
0.1%
101.0
212
0.2%
24
0.3%
100.0
228
0.2%
19
0.2%
99.0
297
0.2%
34
0.4%
h1_diasbp_noninvasive_max
MISSING:
11,339
(9%)
1,156
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_max
0.98
h1_mbp_noninvasive_max
0.86
h1_mbp_max
0.85
h1_sysbp_noninvasive_max
0.65
h1_sysbp_max
0.65
h1_diasbp_noninvasive_min
0.62
h1_diasbp_min
0.61
d1_diasbp_noninvasive_max
0.60
d1_diasbp_max
0.60
h1_mbp_noninvasive_min
0.57
h1_mbp_min
0.57
h1_diasbp_invasive_max
0.57
d1_mbp_noninvasive_max
0.56
d1_mbp_max
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.24
icu_admit_source
0.23
elective_surgery
0.23
hospital_admit_source
0.22
icu_type
0.18
intubated_apache
0.08
ventilated_apache
0.08
ethnicity
0.06
gcs_verbal_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
diabetes_mellitus
0.03
gender
0.03
icu_stay_type
0.03
MOST FREQUENT VALUES
68.0
2,827
2.4%
233
2.6%
70.0
2,756
2.3%
223
2.5%
74.0
2,754
2.3%
186
2.0%
72.0
2,692
2.3%
222
2.4%
66.0
2,636
2.2%
208
2.3%
65.0
2,632
2.2%
216
2.4%
71.0
2,583
2.2%
202
2.2%
77.0
2,574
2.2%
162
1.8%
69.0
2,563
2.2%
196
2.2%
67.0
2,557
2.2%
202
2.2%
75.0
2,535
2.1%
179
2.0%
73.0
2,532
2.1%
194
2.1%
76.0
2,481
2.1%
184
2.0%
80.0
2,472
2.1%
210
2.3%
62.0
2,435
2.0%
202
2.2%
SMALLEST VALUES
37.0
728
0.6%
52
0.6%
38.0
182
0.2%
9
0.1%
39.0
180
0.2%
13
0.1%
40.0
226
0.2%
25
0.3%
41.0
307
0.3%
25
0.3%
42.0
306
0.3%
28
0.3%
43.0
366
0.3%
36
0.4%
44.0
488
0.4%
36
0.4%
45.0
521
0.4%
38
0.4%
46.0
580
0.5%
48
0.5%
47.0
669
0.6%
58
0.6%
48.0
831
0.7%
58
0.6%
49.0
833
0.7%
63
0.7%
50.0
1,067
0.9%
103
1.1%
51.0
1,113
0.9%
102
1.1%
LARGEST VALUES
144.0
562
0.5%
0
0.0%
143.0
47
0.0%
0
0.0%
142.0
40
0.0%
2
0.0%
141.0
45
0.0%
3
0.0%
140.0
46
0.0%
3
0.0%
139.0
54
0.0%
1
0.0%
138.0
46
0.0%
4
0.0%
137.0
61
0.1%
6
0.1%
136.0
66
0.1%
3
0.0%
135.0
80
0.1%
4
0.0%
134.0
79
0.1%
3
0.0%
133.0
66
0.1%
5
0.1%
132.0
77
0.1%
3
0.0%
131.0
79
0.1%
7
0.1%
130.0
103
0.1%
9
0.1%
h1_diasbp_noninvasive_min
MISSING:
11,339
(9%)
1,156
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_min
0.98
h1_mbp_noninvasive_min
0.88
h1_mbp_min
0.87
h1_sysbp_noninvasive_min
0.68
h1_sysbp_min
0.68
d1_diasbp_noninvasive_min
0.63
h1_diasbp_invasive_min
0.63
d1_diasbp_min
0.63
h1_mbp_noninvasive_max
0.62
h1_mbp_max
0.62
h1_diasbp_noninvasive_max
0.62
h1_diasbp_max
0.62
d1_mbp_noninvasive_min
0.57
d1_mbp_min
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.21
icu_admit_source
0.21
elective_surgery
0.21
hospital_admit_source
0.20
icu_type
0.17
ventilated_apache
0.14
intubated_apache
0.13
gcs_verbal_apache
0.09
ethnicity
0.08
gcs_motor_apache
0.07
gcs_eyes_apache
0.07
gender
0.06
diabetes_mellitus
0.04
icu_stay_type
0.02
MOST FREQUENT VALUES
58.0
3,201
2.7%
249
2.7%
60.0
3,186
2.7%
236
2.6%
56.0
3,168
2.7%
216
2.4%
55.0
3,124
2.6%
231
2.5%
59.0
3,053
2.6%
253
2.8%
62.0
2,935
2.5%
219
2.4%
57.0
2,925
2.5%
224
2.5%
63.0
2,904
2.4%
210
2.3%
65.0
2,879
2.4%
217
2.4%
61.0
2,873
2.4%
218
2.4%
64.0
2,781
2.3%
217
2.4%
54.0
2,739
2.3%
210
2.3%
67.0
2,686
2.3%
215
2.4%
66.0
2,654
2.2%
217
2.4%
53.0
2,636
2.2%
186
2.0%
SMALLEST VALUES
22.0
723
0.6%
3
0.0%
23.0
113
0.1%
4
0.0%
24.0
113
0.1%
8
0.1%
25.0
140
0.1%
15
0.2%
26.0
179
0.2%
9
0.1%
27.0
186
0.2%
8
0.1%
28.0
230
0.2%
12
0.1%
29.0
272
0.2%
17
0.2%
30.0
336
0.3%
21
0.2%
31.0
316
0.3%
34
0.4%
32.0
417
0.4%
29
0.3%
33.0
441
0.4%
38
0.4%
34.0
548
0.5%
37
0.4%
35.0
616
0.5%
39
0.4%
36.0
665
0.6%
58
0.6%
LARGEST VALUES
114.0
556
0.5%
0
0.0%
113.0
51
0.0%
0
0.0%
112.0
73
0.1%
2
0.0%
111.0
72
0.1%
7
0.1%
110.0
91
0.1%
1
0.0%
109.0
71
0.1%
5
0.1%
108.0
99
0.1%
8
0.1%
107.0
105
0.1%
10
0.1%
106.0
141
0.1%
8
0.1%
105.0
122
0.1%
7
0.1%
104.0
165
0.1%
13
0.1%
103.0
170
0.1%
8
0.1%
102.0
162
0.1%
7
0.1%
101.0
214
0.2%
23
0.3%
100.0
225
0.2%
17
0.2%
h1_heartrate_max
MISSING:
4,074
(3%)
551
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_heartrate_min
0.86
d1_heartrate_max
0.78
heart_rate_apache
0.72
d1_heartrate_min
0.55
h1_resprate_max
0.32
h1_resprate_min
0.24
h1_temp_max
0.23
d1_temp_max
0.22
d1_sysbp_invasive_min
-0.22
h1_temp_min
0.20
d1_albumin_min
-0.19
d1_resprate_max
0.19
h1_hco3_min
-0.19
albumin_apache
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.11
ventilated_apache
0.10
elective_surgery
0.10
gcs_verbal_apache
0.09
icu_type
0.09
hospital_admit_source
0.09
apache_post_operative
0.09
gcs_motor_apache
0.08
gcs_eyes_apache
0.07
intubated_apache
0.07
immunosuppression
0.05
ethnicity
0.05
icu_stay_type
0.04
solid_tumor_with_metastasis
0.04
MOST FREQUENT VALUES
80.0
3,302
2.6%
244
2.5%
90.0
2,630
2.1%
223
2.3%
88.0
2,620
2.1%
203
2.1%
86.0
2,602
2.1%
203
2.1%
82.0
2,571
2.0%
200
2.1%
84.0
2,525
2.0%
191
2.0%
92.0
2,441
1.9%
190
2.0%
96.0
2,373
1.9%
204
2.1%
78.0
2,278
1.8%
192
2.0%
94.0
2,277
1.8%
178
1.8%
76.0
2,274
1.8%
203
2.1%
87.0
2,251
1.8%
160
1.7%
98.0
2,214
1.8%
163
1.7%
85.0
2,164
1.7%
171
1.8%
100.0
2,161
1.7%
150
1.5%
SMALLEST VALUES
46.0
729
0.6%
65
0.7%
47.0
107
0.1%
5
0.1%
48.0
126
0.1%
8
0.1%
49.0
138
0.1%
12
0.1%
50.0
215
0.2%
15
0.2%
51.0
198
0.2%
12
0.1%
52.0
265
0.2%
13
0.1%
53.0
249
0.2%
18
0.2%
54.0
346
0.3%
29
0.3%
55.0
341
0.3%
31
0.3%
56.0
519
0.4%
45
0.5%
57.0
431
0.3%
55
0.6%
58.0
641
0.5%
39
0.4%
59.0
569
0.5%
46
0.5%
60.0
1,147
0.9%
90
0.9%
LARGEST VALUES
164.0
589
0.5%
5
0.1%
163.0
49
0.0%
0
0.0%
162.0
56
0.0%
2
0.0%
161.0
52
0.0%
4
0.0%
160.0
84
0.1%
7
0.1%
159.0
60
0.0%
2
0.0%
158.0
75
0.1%
5
0.1%
157.0
71
0.1%
1
0.0%
156.0
95
0.1%
5
0.1%
155.0
79
0.1%
9
0.1%
154.0
109
0.1%
8
0.1%
153.0
87
0.1%
8
0.1%
152.0
109
0.1%
8
0.1%
151.0
82
0.1%
8
0.1%
150.0
158
0.1%
9
0.1%
h1_heartrate_min
MISSING:
4,074
(3%)
551
(5%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_heartrate_max
0.86
heart_rate_apache
0.69
d1_heartrate_max
0.68
d1_heartrate_min
0.67
h1_resprate_min
0.32
h1_resprate_max
0.25
h1_temp_max
0.24
h1_temp_min
0.24
d1_temp_max
0.20
h1_hco3_min
-0.19
h1_hco3_max
-0.19
resprate_apache
0.18
d1_albumin_min
-0.18
d1_resprate_min
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.12
icu_admit_source
0.11
hospital_admit_source
0.11
elective_surgery
0.11
apache_post_operative
0.10
gcs_verbal_apache
0.07
ventilated_apache
0.07
gcs_motor_apache
0.06
ethnicity
0.06
immunosuppression
0.05
gcs_eyes_apache
0.05
intubated_apache
0.04
icu_stay_type
0.04
solid_tumor_with_metastasis
0.04
MOST FREQUENT VALUES
80.0
3,546
2.8%
267
2.8%
70.0
2,948
2.3%
232
2.4%
74.0
2,621
2.1%
193
2.0%
78.0
2,612
2.1%
186
1.9%
84.0
2,610
2.1%
195
2.0%
82.0
2,585
2.1%
198
2.0%
76.0
2,566
2.0%
182
1.9%
72.0
2,526
2.0%
210
2.2%
90.0
2,501
2.0%
177
1.8%
60.0
2,465
2.0%
157
1.6%
68.0
2,428
1.9%
198
2.0%
88.0
2,409
1.9%
190
2.0%
86.0
2,371
1.9%
169
1.7%
79.0
2,305
1.8%
185
1.9%
75.0
2,288
1.8%
179
1.8%
SMALLEST VALUES
36.0
738
0.6%
0
0.0%
37.0
76
0.1%
0
0.0%
38.0
88
0.1%
10
0.1%
39.0
82
0.1%
11
0.1%
40.0
148
0.1%
13
0.1%
41.0
119
0.1%
11
0.1%
42.0
164
0.1%
12
0.1%
43.0
149
0.1%
9
0.1%
44.0
226
0.2%
20
0.2%
45.0
212
0.2%
25
0.3%
46.0
278
0.2%
18
0.2%
47.0
278
0.2%
16
0.2%
48.0
388
0.3%
27
0.3%
49.0
366
0.3%
27
0.3%
50.0
587
0.5%
33
0.3%
LARGEST VALUES
144.0
630
0.5%
7
0.1%
143.0
62
0.0%
2
0.0%
142.0
88
0.1%
3
0.0%
141.0
86
0.1%
7
0.1%
140.0
123
0.1%
12
0.1%
139.0
112
0.1%
7
0.1%
138.0
147
0.1%
11
0.1%
137.0
126
0.1%
11
0.1%
136.0
149
0.1%
20
0.2%
135.0
139
0.1%
13
0.1%
134.0
173
0.1%
12
0.1%
133.0
200
0.2%
22
0.2%
132.0
223
0.2%
12
0.1%
131.0
212
0.2%
23
0.2%
130.0
280
0.2%
30
0.3%
h1_mbp_invasive_max
MISSING:
104,766
(80%)
8,186
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_invasive_max
0.60
h1_sysbp_invasive_max
0.58
h1_mbp_max
0.51
d1_mbp_invasive_max
0.46
h1_mbp_invasive_min
0.43
h1_sysbp_max
0.40
h1_diasbp_max
0.39
h1_diasbp_invasive_min
0.39
h1_mbp_noninvasive_max
0.38
h1_sysbp_noninvasive_max
0.37
h1_diasbp_noninvasive_max
0.34
d1_sysbp_invasive_max
0.34
h1_mbp_min
0.33
d1_diasbp_invasive_max
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.59
apache_post_operative
0.59
elective_surgery
0.57
hospital_admit_source
0.51
icu_type
0.30
intubated_apache
0.22
ventilated_apache
0.21
gcs_verbal_apache
0.14
gcs_motor_apache
0.09
gcs_eyes_apache
0.08
gender
0.05
gcs_unable_apache
0.05
icu_stay_type
0.04
hepatic_failure
0.02
MOST FREQUENT VALUES
88.0
614
2.4%
53
2.6%
82.0
602
2.4%
39
1.9%
94.0
602
2.4%
39
1.9%
90.0
599
2.4%
31
1.5%
80.0
585
2.3%
52
2.5%
86.0
576
2.3%
49
2.4%
84.0
576
2.3%
39
1.9%
92.0
573
2.3%
57
2.8%
83.0
558
2.2%
36
1.8%
96.0
539
2.1%
44
2.1%
78.0
530
2.1%
54
2.6%
85.0
525
2.1%
34
1.7%
93.0
507
2.0%
41
2.0%
89.0
495
1.9%
55
2.7%
100.0
495
1.9%
38
1.9%
SMALLEST VALUES
35.625
128
0.5%
0
0.0%
36.0
4
0.0%
0
0.0%
37.0
1
0.0%
0
0.0%
38.0
5
0.0%
1
0.0%
39.0
1
0.0%
0
0.0%
40.0
7
0.0%
0
0.0%
41.0
4
0.0%
0
0.0%
42.0
6
0.0%
0
0.0%
43.0
7
0.0%
0
0.0%
44.0
7
0.0%
1
0.0%
45.0
10
0.0%
0
0.0%
46.0
19
0.1%
0
0.0%
47.0
16
0.1%
0
0.0%
48.0
14
0.1%
1
0.0%
49.0
13
0.1%
0
0.0%
LARGEST VALUES
293.375
127
0.5%
0
0.0%
293.0
5
0.0%
0
0.0%
292.0
4
0.0%
0
0.0%
291.0
3
0.0%
0
0.0%
290.0
7
0.0%
0
0.0%
288.0
9
0.0%
0
0.0%
287.0
3
0.0%
0
0.0%
286.0
5
0.0%
0
0.0%
285.0
4
0.0%
0
0.0%
284.0
2
0.0%
10
0.5%
283.0
3
0.0%
1
0.0%
282.0
6
0.0%
0
0.0%
281.0
3
0.0%
0
0.0%
280.0
4
0.0%
0
0.0%
279.0
3
0.0%
0
0.0%
h1_mbp_invasive_min
MISSING:
104,766
(80%)
8,186
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_diasbp_invasive_min
0.83
h1_sysbp_invasive_min
0.79
h1_mbp_min
0.71
h1_sysbp_min
0.63
h1_diasbp_min
0.61
h1_mbp_noninvasive_min
0.61
d1_mbp_invasive_min
0.59
h1_sysbp_noninvasive_min
0.59
h1_diasbp_noninvasive_min
0.56
h1_diasbp_invasive_max
0.55
d1_diasbp_invasive_min
0.53
h1_sysbp_invasive_max
0.51
h1_mbp_max
0.48
h1_sysbp_noninvasive_max
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.59
apache_post_operative
0.59
elective_surgery
0.58
hospital_admit_source
0.51
icu_type
0.30
intubated_apache
0.20
ventilated_apache
0.18
gcs_verbal_apache
0.13
gcs_motor_apache
0.08
gcs_eyes_apache
0.07
gender
0.05
icu_stay_type
0.05
gcs_unable_apache
0.04
hepatic_failure
0.02
MOST FREQUENT VALUES
66.0
654
2.6%
50
2.4%
70.0
648
2.6%
60
2.9%
72.0
618
2.4%
51
2.5%
74.0
618
2.4%
61
3.0%
64.0
615
2.4%
36
1.8%
68.0
567
2.2%
51
2.5%
73.0
562
2.2%
40
2.0%
62.0
560
2.2%
56
2.7%
78.0
560
2.2%
51
2.5%
65.0
559
2.2%
33
1.6%
71.0
555
2.2%
37
1.8%
67.0
551
2.2%
39
1.9%
76.0
548
2.2%
49
2.4%
84.0
536
2.1%
43
2.1%
60.0
533
2.1%
31
1.5%
SMALLEST VALUES
8.0
148
0.6%
0
0.0%
9.0
9
0.0%
0
0.0%
10.0
16
0.1%
1
0.0%
11.0
10
0.0%
2
0.1%
12.0
6
0.0%
0
0.0%
13.0
8
0.0%
0
0.0%
14.0
5
0.0%
0
0.0%
15.0
10
0.0%
1
0.0%
16.0
7
0.0%
1
0.0%
17.0
4
0.0%
0
0.0%
18.0
11
0.0%
0
0.0%
19.0
3
0.0%
0
0.0%
20.0
13
0.1%
0
0.0%
21.0
9
0.0%
0
0.0%
22.0
10
0.0%
1
0.0%
LARGEST VALUES
140.0
125
0.5%
0
0.0%
139.0
5
0.0%
0
0.0%
138.0
10
0.0%
0
0.0%
137.0
7
0.0%
0
0.0%
136.0
5
0.0%
0
0.0%
135.0
2
0.0%
0
0.0%
134.0
7
0.0%
0
0.0%
133.0
7
0.0%
0
0.0%
132.0
13
0.1%
0
0.0%
131.0
11
0.0%
0
0.0%
130.0
20
0.1%
0
0.0%
129.0
13
0.1%
0
0.0%
128.0
18
0.1%
3
0.1%
127.0
18
0.1%
0
0.0%
126.0
24
0.1%
3
0.1%
h1_mbp_max
MISSING:
6,530
(5%)
797
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_mbp_noninvasive_max
0.99
h1_diasbp_noninvasive_max
0.85
h1_diasbp_max
0.85
h1_sysbp_noninvasive_max
0.79
h1_sysbp_max
0.78
h1_mbp_noninvasive_min
0.70
h1_mbp_min
0.69
d1_mbp_noninvasive_max
0.63
d1_mbp_max
0.63
h1_diasbp_noninvasive_min
0.62
h1_diasbp_min
0.61
h1_sysbp_noninvasive_min
0.59
h1_diasbp_invasive_max
0.59
h1_sysbp_min
0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.07
ethnicity
0.07
icu_admit_source
0.06
hospital_admit_source
0.05
gcs_motor_apache
0.04
gcs_verbal_apache
0.04
gcs_eyes_apache
0.04
gender
0.04
apache_post_operative
0.03
elective_surgery
0.03
icu_stay_type
0.02
hepatic_failure
0.02
cirrhosis
0.02
immunosuppression
0.02
MOST FREQUENT VALUES
88.0
2,619
2.1%
191
2.0%
86.0
2,586
2.1%
197
2.1%
84.0
2,525
2.0%
178
1.9%
90.0
2,519
2.0%
188
2.0%
82.0
2,511
2.0%
210
2.2%
85.0
2,507
2.0%
211
2.2%
83.0
2,497
2.0%
192
2.0%
78.0
2,497
2.0%
196
2.1%
87.0
2,491
2.0%
175
1.9%
80.0
2,486
2.0%
253
2.7%
92.0
2,468
2.0%
211
2.2%
79.0
2,466
2.0%
174
1.8%
91.0
2,459
2.0%
181
1.9%
89.0
2,454
2.0%
215
2.3%
81.0
2,431
2.0%
193
2.0%
SMALLEST VALUES
49.0
740
0.6%
50
0.5%
50.0
150
0.1%
15
0.2%
51.0
169
0.1%
9
0.1%
52.0
212
0.2%
17
0.2%
53.0
233
0.2%
20
0.2%
54.0
304
0.2%
18
0.2%
55.0
347
0.3%
32
0.3%
56.0
406
0.3%
45
0.5%
57.0
502
0.4%
48
0.5%
58.0
549
0.4%
33
0.3%
59.0
616
0.5%
44
0.5%
60.0
780
0.6%
62
0.7%
61.0
769
0.6%
61
0.6%
61.666667000000004
2
0.0%
0
0.0%
62.0
925
0.7%
62
0.7%
LARGEST VALUES
165.0
615
0.5%
3
0.0%
164.0
31
0.0%
4
0.0%
163.0
45
0.0%
1
0.0%
162.0
35
0.0%
3
0.0%
161.0
43
0.0%
1
0.0%
160.0
33
0.0%
5
0.1%
159.0
46
0.0%
4
0.0%
158.0
54
0.0%
3
0.0%
157.0
54
0.0%
2
0.0%
156.0
52
0.0%
5
0.1%
155.0
78
0.1%
7
0.1%
154.0
63
0.1%
10
0.1%
153.0
65
0.1%
4
0.0%
152.0
73
0.1%
7
0.1%
151.0
102
0.1%
5
0.1%
h1_mbp_min
MISSING:
6,530
(5%)
797
(8%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_mbp_noninvasive_min
1.00
h1_diasbp_min
0.87
h1_diasbp_noninvasive_min
0.87
h1_sysbp_min
0.82
h1_sysbp_noninvasive_min
0.82
h1_mbp_invasive_min
0.71
h1_mbp_noninvasive_max
0.70
h1_mbp_max
0.69
h1_diasbp_invasive_min
0.67
d1_mbp_min
0.63
d1_mbp_noninvasive_min
0.63
h1_sysbp_invasive_min
0.63
h1_sysbp_noninvasive_max
0.61
h1_sysbp_max
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.09
hospital_admit_source
0.09
ethnicity
0.09
gcs_verbal_apache
0.08
gcs_eyes_apache
0.08
gcs_motor_apache
0.08
intubated_apache
0.07
icu_admit_source
0.07
icu_type
0.07
gender
0.05
apache_post_operative
0.04
elective_surgery
0.04
hepatic_failure
0.03
cirrhosis
0.03
MOST FREQUENT VALUES
74.0
2,783
2.3%
232
2.5%
80.0
2,765
2.2%
211
2.2%
76.0
2,674
2.2%
215
2.3%
73.0
2,665
2.2%
178
1.9%
78.0
2,662
2.2%
206
2.2%
71.0
2,644
2.1%
196
2.1%
79.0
2,642
2.1%
177
1.9%
75.0
2,620
2.1%
203
2.2%
70.0
2,601
2.1%
182
1.9%
72.0
2,580
2.1%
204
2.2%
77.0
2,578
2.1%
210
2.2%
82.0
2,556
2.1%
210
2.2%
81.0
2,540
2.1%
183
1.9%
69.0
2,514
2.0%
214
2.3%
68.0
2,492
2.0%
190
2.0%
SMALLEST VALUES
32.0
698
0.6%
3
0.0%
33.0
79
0.1%
7
0.1%
34.0
108
0.1%
5
0.1%
35.0
104
0.1%
5
0.1%
36.0
142
0.1%
6
0.1%
37.0
150
0.1%
7
0.1%
38.0
172
0.1%
9
0.1%
39.0
199
0.2%
21
0.2%
40.0
198
0.2%
21
0.2%
41.0
267
0.2%
24
0.3%
42.0
281
0.2%
25
0.3%
43.0
337
0.3%
21
0.2%
44.0
380
0.3%
35
0.4%
45.0
397
0.3%
36
0.4%
46.0
459
0.4%
32
0.3%
LARGEST VALUES
138.0
578
0.5%
46
0.5%
137.0
60
0.0%
7
0.1%
136.0
66
0.1%
5
0.1%
135.0
77
0.1%
6
0.1%
134.0
74
0.1%
3
0.0%
133.0
59
0.0%
2
0.0%
132.0
89
0.1%
5
0.1%
131.0
95
0.1%
8
0.1%
130.0
111
0.1%
12
0.1%
129.0
127
0.1%
9
0.1%
128.0
113
0.1%
11
0.1%
127.0
148
0.1%
10
0.1%
126.0
170
0.1%
10
0.1%
125.33333300000001
1
0.0%
0
0.0%
125.0
146
0.1%
6
0.1%
h1_mbp_noninvasive_max
MISSING:
13,297
(10%)
1,389
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_mbp_max
0.99
h1_diasbp_noninvasive_max
0.86
h1_diasbp_max
0.86
h1_sysbp_noninvasive_max
0.79
h1_sysbp_max
0.79
h1_mbp_noninvasive_min
0.70
h1_mbp_min
0.70
d1_mbp_noninvasive_max
0.65
d1_mbp_max
0.65
h1_diasbp_noninvasive_min
0.62
h1_diasbp_min
0.62
h1_sysbp_noninvasive_min
0.59
h1_sysbp_min
0.59
d1_sysbp_noninvasive_max
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.24
icu_admit_source
0.23
elective_surgery
0.23
hospital_admit_source
0.22
icu_type
0.19
intubated_apache
0.10
ventilated_apache
0.09
ethnicity
0.06
gcs_verbal_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
icu_stay_type
0.03
gender
0.02
hepatic_failure
0.01
MOST FREQUENT VALUES
88.0
2,451
2.1%
175
2.0%
86.0
2,402
2.1%
179
2.0%
85.0
2,379
2.0%
201
2.3%
79.0
2,344
2.0%
164
1.9%
87.0
2,332
2.0%
166
1.9%
84.0
2,331
2.0%
170
1.9%
83.0
2,330
2.0%
179
2.0%
90.0
2,329
2.0%
177
2.0%
91.0
2,320
2.0%
170
1.9%
89.0
2,319
2.0%
198
2.2%
80.0
2,309
2.0%
233
2.6%
82.0
2,306
2.0%
196
2.2%
78.0
2,305
2.0%
168
1.9%
81.0
2,305
2.0%
182
2.1%
93.0
2,294
2.0%
177
2.0%
SMALLEST VALUES
49.0
740
0.6%
56
0.6%
50.0
142
0.1%
15
0.2%
51.0
169
0.1%
10
0.1%
52.0
205
0.2%
17
0.2%
53.0
232
0.2%
20
0.2%
54.0
290
0.2%
18
0.2%
55.0
338
0.3%
31
0.4%
56.0
398
0.3%
43
0.5%
57.0
500
0.4%
46
0.5%
58.0
537
0.5%
31
0.4%
59.0
610
0.5%
43
0.5%
60.0
758
0.6%
61
0.7%
61.0
755
0.6%
58
0.7%
61.666667000000004
2
0.0%
0
0.0%
62.0
883
0.8%
58
0.7%
LARGEST VALUES
163.0
543
0.5%
1
0.0%
162.0
34
0.0%
3
0.0%
161.0
44
0.0%
1
0.0%
160.0
32
0.0%
4
0.0%
159.0
45
0.0%
4
0.0%
158.0
53
0.0%
3
0.0%
157.0
50
0.0%
2
0.0%
156.0
49
0.0%
4
0.0%
155.0
76
0.1%
7
0.1%
154.0
61
0.1%
9
0.1%
153.0
64
0.1%
4
0.0%
152.0
72
0.1%
7
0.1%
151.0
99
0.1%
5
0.1%
150.0
92
0.1%
4
0.0%
149.0
99
0.1%
11
0.1%
h1_mbp_noninvasive_min
MISSING:
13,297
(10%)
1,389
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_mbp_min
1.00
h1_diasbp_noninvasive_min
0.88
h1_diasbp_min
0.87
h1_sysbp_noninvasive_min
0.82
h1_sysbp_min
0.82
h1_mbp_noninvasive_max
0.70
h1_mbp_max
0.70
d1_mbp_noninvasive_min
0.65
d1_mbp_min
0.65
h1_sysbp_noninvasive_max
0.62
h1_sysbp_max
0.61
h1_mbp_invasive_min
0.61
h1_diasbp_invasive_min
0.59
d1_diasbp_noninvasive_min
0.58

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.23
icu_admit_source
0.22
hospital_admit_source
0.22
elective_surgery
0.22
icu_type
0.18
ventilated_apache
0.16
intubated_apache
0.15
gcs_verbal_apache
0.09
gcs_motor_apache
0.08
gcs_eyes_apache
0.08
ethnicity
0.07
gender
0.02
gcs_unable_apache
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
80.0
2,601
2.2%
199
2.2%
74.0
2,567
2.2%
208
2.4%
73.0
2,512
2.1%
166
1.9%
76.0
2,504
2.1%
207
2.3%
75.0
2,496
2.1%
192
2.2%
79.0
2,495
2.1%
173
2.0%
78.0
2,492
2.1%
191
2.2%
71.0
2,489
2.1%
184
2.1%
77.0
2,479
2.1%
194
2.2%
81.0
2,433
2.1%
177
2.0%
82.0
2,407
2.1%
194
2.2%
69.0
2,390
2.0%
197
2.2%
70.0
2,389
2.0%
161
1.8%
72.0
2,377
2.0%
188
2.1%
83.0
2,306
2.0%
185
2.1%
SMALLEST VALUES
32.0
669
0.6%
3
0.0%
33.0
76
0.1%
8
0.1%
34.0
107
0.1%
5
0.1%
35.0
104
0.1%
5
0.1%
36.0
141
0.1%
6
0.1%
37.0
148
0.1%
7
0.1%
38.0
172
0.1%
9
0.1%
39.0
198
0.2%
21
0.2%
40.0
190
0.2%
21
0.2%
41.0
263
0.2%
23
0.3%
42.0
272
0.2%
22
0.2%
43.0
328
0.3%
21
0.2%
44.0
365
0.3%
34
0.4%
45.0
382
0.3%
34
0.4%
46.0
428
0.4%
29
0.3%
LARGEST VALUES
138.0
564
0.5%
0
0.0%
137.0
59
0.1%
43
0.5%
136.0
66
0.1%
5
0.1%
135.0
77
0.1%
6
0.1%
134.0
74
0.1%
3
0.0%
133.0
58
0.0%
2
0.0%
132.0
90
0.1%
5
0.1%
131.0
94
0.1%
8
0.1%
130.0
109
0.1%
12
0.1%
129.0
126
0.1%
9
0.1%
128.0
111
0.1%
11
0.1%
127.0
146
0.1%
10
0.1%
126.0
165
0.1%
10
0.1%
125.33333300000001
1
0.0%
0
0.0%
125.0
142
0.1%
6
0.1%
h1_resprate_max
MISSING:
6,454
(5%)
724
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_resprate_max
0.58
h1_resprate_min
0.57
resprate_apache
0.51
h1_heartrate_max
0.32
d1_heartrate_max
0.26
d1_resprate_min
0.25
h1_heartrate_min
0.25
h1_arterial_po2_max
-0.22
heart_rate_apache
0.21
apache_3j_diagnosis
-0.19
h1_spo2_min
-0.18
h1_arterial_po2_min
-0.18
d1_pao2fio2ratio_max
-0.16
h1_temp_max
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.19
apache_post_operative
0.18
elective_surgery
0.17
hospital_admit_source
0.15
icu_type
0.11
gcs_verbal_apache
0.07
gcs_motor_apache
0.05
ethnicity
0.05
icu_stay_type
0.04
gcs_eyes_apache
0.04
ventilated_apache
0.03
gender
0.03
immunosuppression
0.03
leukemia
0.02
MOST FREQUENT VALUES
20.0
11,124
9.0%
855
9.0%
18.0
10,374
8.4%
814
8.6%
16.0
8,047
6.5%
669
7.0%
22.0
8,008
6.5%
632
6.6%
19.0
7,610
6.2%
576
6.1%
21.0
7,463
6.0%
573
6.0%
24.0
6,750
5.5%
515
5.4%
17.0
6,366
5.1%
520
5.5%
23.0
6,110
4.9%
402
4.2%
25.0
4,986
4.0%
357
3.8%
26.0
4,643
3.8%
328
3.4%
15.0
4,400
3.6%
359
3.8%
14.0
4,264
3.4%
360
3.8%
28.0
3,847
3.1%
258
2.7%
27.0
3,598
2.9%
264
2.8%
SMALLEST VALUES
10.0
1,100
0.9%
79
0.8%
11.0
624
0.5%
47
0.5%
12.0
2,295
1.9%
227
2.4%
13.0
1,876
1.5%
161
1.7%
14.0
4,264
3.4%
360
3.8%
15.0
4,400
3.6%
359
3.8%
16.0
8,047
6.5%
669
7.0%
17.0
6,366
5.1%
520
5.5%
18.0
10,374
8.4%
814
8.6%
19.0
7,610
6.2%
576
6.1%
20.0
11,124
9.0%
855
9.0%
21.0
7,463
6.0%
573
6.0%
22.0
8,008
6.5%
632
6.6%
23.0
6,110
4.9%
402
4.2%
24.0
6,750
5.5%
515
5.4%
LARGEST VALUES
59.0
605
0.5%
0
0.0%
58.0
42
0.0%
4
0.0%
57.0
47
0.0%
6
0.1%
56.0
53
0.0%
10
0.1%
55.0
68
0.1%
4
0.0%
54.0
74
0.1%
4
0.0%
53.0
60
0.0%
4
0.0%
52.0
82
0.1%
13
0.1%
51.0
86
0.1%
8
0.1%
50.0
109
0.1%
11
0.1%
49.0
109
0.1%
4
0.0%
48.0
162
0.1%
15
0.2%
47.0
168
0.1%
13
0.1%
46.0
203
0.2%
14
0.1%
45.0
232
0.2%
20
0.2%
h1_resprate_min
MISSING:
6,454
(5%)
724
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_resprate_max
0.57
d1_resprate_min
0.53
resprate_apache
0.41
h1_heartrate_min
0.32
d1_resprate_max
0.29
h1_heartrate_max
0.24
apache_3j_diagnosis
-0.22
heart_rate_apache
0.21
d1_heartrate_min
0.21
h1_arterial_po2_max
-0.20
d1_heartrate_max
0.19
h1_temp_min
0.17
h1_spo2_max
-0.17
apache_2_diagnosis
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.23
apache_post_operative
0.22
elective_surgery
0.22
hospital_admit_source
0.20
icu_type
0.13
gcs_verbal_apache
0.08
gcs_motor_apache
0.05
ethnicity
0.04
intubated_apache
0.04
icu_stay_type
0.04
gender
0.03
gcs_eyes_apache
0.03
immunosuppression
0.03
leukemia
0.02
MOST FREQUENT VALUES
16.0
12,833
10.4%
980
10.3%
14.0
11,539
9.3%
865
9.1%
18.0
10,486
8.5%
821
8.6%
12.0
9,656
7.8%
811
8.5%
15.0
9,391
7.6%
710
7.5%
20.0
8,030
6.5%
626
6.6%
17.0
7,880
6.4%
578
6.1%
13.0
6,955
5.6%
528
5.6%
19.0
6,078
4.9%
435
4.6%
11.0
4,425
3.6%
356
3.7%
22.0
4,412
3.6%
336
3.5%
21.0
4,249
3.4%
341
3.6%
10.0
4,214
3.4%
362
3.8%
24.0
3,250
2.6%
248
2.6%
23.0
2,978
2.4%
179
1.9%
SMALLEST VALUES
0.0
905
0.7%
87
0.9%
1.0
58
0.0%
8
0.1%
2.0
56
0.0%
3
0.0%
3.0
86
0.1%
9
0.1%
4.0
139
0.1%
12
0.1%
5.0
217
0.2%
21
0.2%
6.0
414
0.3%
27
0.3%
7.0
661
0.5%
45
0.5%
8.0
1,336
1.1%
109
1.1%
9.0
1,924
1.6%
152
1.6%
10.0
4,214
3.4%
362
3.8%
11.0
4,425
3.6%
356
3.7%
12.0
9,656
7.8%
811
8.5%
13.0
6,955
5.6%
528
5.6%
14.0
11,539
9.3%
865
9.1%
LARGEST VALUES
189.0
1
0.0%
0
0.0%
129.0
1
0.0%
0
0.0%
127.0
1
0.0%
0
0.0%
125.0
1
0.0%
0
0.0%
118.0
1
0.0%
0
0.0%
110.0
2
0.0%
0
0.0%
105.0
1
0.0%
0
0.0%
100.0
5
0.0%
0
0.0%
99.0
1
0.0%
0
0.0%
98.0
1
0.0%
0
0.0%
96.0
2
0.0%
1
0.0%
95.0
1
0.0%
1
0.0%
94.0
1
0.0%
1
0.0%
90.0
1
0.0%
0
0.0%
87.0
1
0.0%
1
0.0%
h1_spo2_max
MISSING:
6,242
(5%)
726
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_spo2_min
0.48
d1_spo2_max
0.45
d1_spo2_min
0.24
h1_pao2fio2ratio_max
0.22
d1_pao2fio2ratio_min
0.22
d1_pao2fio2ratio_max
0.22
h1_pao2fio2ratio_min
0.22
h1_arterial_po2_max
0.21
h1_arterial_po2_min
0.20
h1_resprate_min
-0.17
d1_arterial_po2_min
0.16
d1_arterial_po2_max
0.15
pao2_apache
0.15
h1_arterial_ph_max
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.06
hospital_admit_source
0.05
gcs_verbal_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.05
icu_admit_source
0.05
ethnicity
0.04
icu_stay_type
0.04
gender
0.03
intubated_apache
0.03
ventilated_apache
0.02
elective_surgery
0.02
apache_post_operative
0.02
solid_tumor_with_metastasis
0.01
MOST FREQUENT VALUES
100.0
52,434
42.3%
4,088
43.0%
99.0
18,262
14.7%
1,417
14.9%
98.0
15,964
12.9%
1,213
12.8%
97.0
12,658
10.2%
922
9.7%
96.0
9,194
7.4%
672
7.1%
95.0
6,013
4.9%
459
4.8%
94.0
3,741
3.0%
304
3.2%
93.0
2,103
1.7%
148
1.6%
92.0
1,333
1.1%
82
0.9%
91.0
638
0.5%
57
0.6%
90.0
443
0.4%
37
0.4%
89.0
203
0.2%
20
0.2%
88.0
168
0.1%
10
0.1%
87.0
100
0.1%
10
0.1%
86.0
92
0.1%
10
0.1%
SMALLEST VALUES
0.0
13
0.0%
1
0.0%
2.0
2
0.0%
0
0.0%
7.0
1
0.0%
0
0.0%
10.0
2
0.0%
0
0.0%
12.0
1
0.0%
0
0.0%
13.0
1
0.0%
0
0.0%
15.0
2
0.0%
0
0.0%
16.0
2
0.0%
0
0.0%
18.0
1
0.0%
1
0.0%
19.0
1
0.0%
0
0.0%
21.0
1
0.0%
0
0.0%
24.0
1
0.0%
1
0.0%
25.0
3
0.0%
0
0.0%
26.0
1
0.0%
0
0.0%
27.0
2
0.0%
0
0.0%
LARGEST VALUES
100.0
52,434
42.3%
4,088
43.0%
99.0
18,262
14.7%
1,417
14.9%
98.0
15,964
12.9%
1,213
12.8%
97.0
12,658
10.2%
922
9.7%
96.0
9,194
7.4%
672
7.1%
95.0
6,013
4.9%
459
4.8%
94.0
3,741
3.0%
304
3.2%
93.0
2,103
1.7%
148
1.6%
92.0
1,333
1.1%
82
0.9%
91.0
638
0.5%
57
0.6%
90.0
443
0.4%
37
0.4%
89.0
203
0.2%
20
0.2%
88.0
168
0.1%
10
0.1%
87.0
100
0.1%
10
0.1%
86.0
92
0.1%
10
0.1%
h1_spo2_min
MISSING:
6,242
(5%)
726
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_spo2_min
0.53
h1_spo2_max
0.48
h1_pao2fio2ratio_min
0.24
h1_pao2fio2ratio_max
0.24
d1_pao2fio2ratio_min
0.23
d1_spo2_max
0.21
d1_pao2fio2ratio_max
0.20
h1_arterial_ph_min
0.19
h1_arterial_ph_max
0.19
h1_arterial_po2_max
0.19
h1_arterial_po2_min
0.18
h1_resprate_max
-0.18
d1_arterial_ph_min
0.17
h1_lactate_min
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.07
hospital_admit_source
0.07
icu_admit_source
0.06
gcs_motor_apache
0.05
gcs_eyes_apache
0.05
gcs_verbal_apache
0.05
ethnicity
0.05
gender
0.04
icu_stay_type
0.03
elective_surgery
0.03
apache_post_operative
0.02
intubated_apache
0.02
arf_apache
0.01
solid_tumor_with_metastasis
0.01
MOST FREQUENT VALUES
100.0
21,108
17.0%
1,854
19.5%
98.0
13,922
11.2%
1,047
11.0%
97.0
13,915
11.2%
1,099
11.6%
96.0
13,182
10.6%
961
10.1%
99.0
12,630
10.2%
985
10.4%
95.0
11,550
9.3%
821
8.6%
94.0
9,159
7.4%
674
7.1%
93.0
7,099
5.7%
507
5.3%
92.0
5,429
4.4%
387
4.1%
91.0
3,664
3.0%
277
2.9%
90.0
2,789
2.3%
188
2.0%
89.0
1,658
1.3%
113
1.2%
88.0
1,323
1.1%
78
0.8%
87.0
916
0.7%
72
0.8%
86.0
739
0.6%
48
0.5%
SMALLEST VALUES
0.0
67
0.1%
8
0.1%
1.0
4
0.0%
0
0.0%
2.0
14
0.0%
1
0.0%
3.0
5
0.0%
0
0.0%
4.0
5
0.0%
0
0.0%
5.0
3
0.0%
0
0.0%
6.0
4
0.0%
0
0.0%
7.0
1
0.0%
1
0.0%
8.0
4
0.0%
1
0.0%
9.0
8
0.0%
0
0.0%
10.0
14
0.0%
1
0.0%
11.0
3
0.0%
0
0.0%
12.0
5
0.0%
1
0.0%
13.0
2
0.0%
0
0.0%
14.0
3
0.0%
0
0.0%
LARGEST VALUES
100.0
21,108
17.0%
1,854
19.5%
99.0
12,630
10.2%
985
10.4%
98.0
13,922
11.2%
1,047
11.0%
97.0
13,915
11.2%
1,099
11.6%
96.0
13,182
10.6%
961
10.1%
95.0
11,550
9.3%
821
8.6%
94.0
9,159
7.4%
674
7.1%
93.0
7,099
5.7%
507
5.3%
92.0
5,429
4.4%
387
4.1%
91.0
3,664
3.0%
277
2.9%
90.0
2,789
2.3%
188
2.0%
89.0
1,658
1.3%
113
1.2%
88.0
1,323
1.1%
78
0.8%
87.0
916
0.7%
72
0.8%
86.0
739
0.6%
48
0.5%
h1_sysbp_invasive_max
MISSING:
104,807
(81%)
8,170
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sysbp_max
0.71
h1_sysbp_invasive_min
0.65
h1_sysbp_noninvasive_max
0.65
d1_sysbp_invasive_max
0.62
h1_mbp_invasive_max
0.58
h1_sysbp_min
0.56
h1_mbp_max
0.56
h1_diasbp_invasive_max
0.56
h1_sysbp_noninvasive_min
0.55
h1_mbp_noninvasive_max
0.52
h1_mbp_invasive_min
0.51
d1_sysbp_max
0.47
d1_sysbp_noninvasive_max
0.47
h1_mbp_min
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.62
apache_post_operative
0.62
elective_surgery
0.60
hospital_admit_source
0.54
icu_type
0.32
intubated_apache
0.22
ventilated_apache
0.21
gcs_verbal_apache
0.14
gcs_motor_apache
0.09
gcs_eyes_apache
0.08
gender
0.05
gcs_unable_apache
0.05
icu_stay_type
0.05
ethnicity
0.02
MOST FREQUENT VALUES
126.0
438
1.7%
31
1.5%
124.0
430
1.7%
28
1.4%
132.0
427
1.7%
38
1.8%
120.0
413
1.6%
35
1.7%
128.0
398
1.6%
39
1.9%
122.0
398
1.6%
25
1.2%
130.0
395
1.6%
36
1.7%
134.0
394
1.6%
40
1.9%
140.0
388
1.5%
31
1.5%
146.0
382
1.5%
38
1.8%
138.0
378
1.5%
29
1.4%
136.0
365
1.4%
28
1.4%
118.0
363
1.4%
25
1.2%
142.0
363
1.4%
26
1.3%
137.0
359
1.4%
42
2.0%
SMALLEST VALUES
65.0
141
0.6%
0
0.0%
66.0
7
0.0%
0
0.0%
67.0
4
0.0%
0
0.0%
68.0
9
0.0%
0
0.0%
69.0
9
0.0%
0
0.0%
70.0
15
0.1%
0
0.0%
71.0
6
0.0%
0
0.0%
72.0
20
0.1%
0
0.0%
73.0
7
0.0%
0
0.0%
74.0
17
0.1%
12
0.6%
75.0
14
0.1%
2
0.1%
76.0
14
0.1%
2
0.1%
77.0
21
0.1%
1
0.0%
78.0
23
0.1%
0
0.0%
79.0
22
0.1%
2
0.1%
LARGEST VALUES
246.0
124
0.5%
0
0.0%
245.0
6
0.0%
0
0.0%
244.0
2
0.0%
0
0.0%
243.0
4
0.0%
0
0.0%
242.0
2
0.0%
0
0.0%
241.0
5
0.0%
0
0.0%
240.0
6
0.0%
0
0.0%
239.0
1
0.0%
0
0.0%
238.0
5
0.0%
1
0.0%
237.0
3
0.0%
1
0.0%
236.0
9
0.0%
1
0.0%
235.0
5
0.0%
1
0.0%
234.0
3
0.0%
1
0.0%
233.0
6
0.0%
0
0.0%
232.0
8
0.0%
0
0.0%
h1_sysbp_invasive_min
MISSING:
104,807
(81%)
8,170
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_mbp_invasive_min
0.79
h1_sysbp_min
0.74
h1_sysbp_noninvasive_min
0.67
h1_sysbp_invasive_max
0.65
h1_mbp_min
0.63
h1_diasbp_invasive_min
0.62
d1_sysbp_invasive_min
0.59
h1_mbp_noninvasive_min
0.57
h1_sysbp_max
0.55
h1_sysbp_noninvasive_max
0.55
h1_diasbp_min
0.49
h1_diasbp_noninvasive_min
0.46
d1_mbp_invasive_min
0.46
d1_sysbp_min
0.44

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_admit_source
0.60
apache_post_operative
0.60
elective_surgery
0.59
hospital_admit_source
0.52
icu_type
0.30
intubated_apache
0.20
ventilated_apache
0.18
gcs_verbal_apache
0.13
gcs_motor_apache
0.08
gcs_eyes_apache
0.07
gender
0.05
icu_stay_type
0.05
gcs_unable_apache
0.04
hepatic_failure
0.02
MOST FREQUENT VALUES
110.0
434
1.7%
38
1.8%
98.0
430
1.7%
26
1.3%
108.0
426
1.7%
39
1.9%
94.0
413
1.6%
28
1.4%
104.0
411
1.6%
40
1.9%
102.0
409
1.6%
20
1.0%
92.0
406
1.6%
24
1.2%
100.0
400
1.6%
39
1.9%
114.0
395
1.6%
42
2.0%
106.0
385
1.5%
32
1.6%
96.0
380
1.5%
27
1.3%
116.0
379
1.5%
35
1.7%
112.0
378
1.5%
24
1.2%
103.0
376
1.5%
24
1.2%
118.0
371
1.5%
38
1.8%
SMALLEST VALUES
31.44
143
0.6%
0
0.0%
32.0
2
0.0%
0
0.0%
33.0
2
0.0%
0
0.0%
34.0
4
0.0%
0
0.0%
35.0
3
0.0%
0
0.0%
36.0
5
0.0%
0
0.0%
37.0
3
0.0%
0
0.0%
38.0
7
0.0%
0
0.0%
39.0
5
0.0%
0
0.0%
40.0
5
0.0%
0
0.0%
41.0
2
0.0%
0
0.0%
42.0
7
0.0%
0
0.0%
43.0
5
0.0%
0
0.0%
44.0
5
0.0%
0
0.0%
45.0
9
0.0%
0
0.0%
LARGEST VALUES
198.0
124
0.5%
0
0.0%
197.0
6
0.0%
0
0.0%
196.0
9
0.0%
0
0.0%
195.0
5
0.0%
0
0.0%
194.0
10
0.0%
1
0.0%
193.0
17
0.1%
1
0.0%
192.0
9
0.0%
0
0.0%
191.0
6
0.0%
1
0.0%
190.0
19
0.1%
3
0.1%
189.0
15
0.1%
1
0.0%
188.0
19
0.1%
0
0.0%
187.0
9
0.0%
1
0.0%
186.0
17
0.1%
4
0.2%
185.0
15
0.1%
1
0.0%
184.0
25
0.1%
0
0.0%
h1_sysbp_max
MISSING:
5,519
(4%)
651
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sysbp_noninvasive_max
1.00
h1_mbp_noninvasive_max
0.79
h1_mbp_max
0.78
h1_sysbp_noninvasive_min
0.74
h1_sysbp_min
0.73
h1_sysbp_invasive_max
0.71
d1_sysbp_max
0.71
d1_sysbp_noninvasive_max
0.71
h1_diasbp_noninvasive_max
0.65
h1_diasbp_max
0.64
h1_mbp_noninvasive_min
0.61
h1_mbp_min
0.61
h1_sysbp_invasive_min
0.55
d1_mbp_noninvasive_max
0.54

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.10
ethnicity
0.06
hospital_admit_source
0.05
icu_admit_source
0.05
gcs_motor_apache
0.04
gcs_verbal_apache
0.04
gcs_eyes_apache
0.04
diabetes_mellitus
0.03
gender
0.03
icu_stay_type
0.02
cirrhosis
0.02
immunosuppression
0.02
hepatic_failure
0.02
intubated_apache
0.02
MOST FREQUENT VALUES
124.0
1,906
1.5%
146
1.5%
122.0
1,894
1.5%
139
1.5%
119.0
1,880
1.5%
132
1.4%
118.0
1,879
1.5%
130
1.4%
132.0
1,851
1.5%
135
1.4%
128.0
1,841
1.5%
160
1.7%
126.0
1,832
1.5%
152
1.6%
125.0
1,829
1.5%
152
1.6%
127.0
1,829
1.5%
141
1.5%
130.0
1,823
1.5%
131
1.4%
120.0
1,822
1.5%
138
1.4%
136.0
1,802
1.4%
148
1.5%
129.0
1,781
1.4%
128
1.3%
117.0
1,780
1.4%
147
1.5%
134.0
1,775
1.4%
140
1.5%
SMALLEST VALUES
75.0
681
0.5%
0
0.0%
76.0
81
0.1%
0
0.0%
77.0
93
0.1%
64
0.7%
78.0
122
0.1%
6
0.1%
79.0
115
0.1%
4
0.0%
80.0
175
0.1%
14
0.1%
81.0
178
0.1%
13
0.1%
82.0
235
0.2%
15
0.2%
83.0
256
0.2%
21
0.2%
84.0
252
0.2%
19
0.2%
85.0
287
0.2%
17
0.2%
86.0
343
0.3%
35
0.4%
87.0
328
0.3%
25
0.3%
88.0
375
0.3%
43
0.4%
89.0
431
0.3%
30
0.3%
LARGEST VALUES
223.0
595
0.5%
0
0.0%
222.0
50
0.0%
0
0.0%
221.0
35
0.0%
0
0.0%
220.0
53
0.0%
0
0.0%
219.0
47
0.0%
4
0.0%
218.0
39
0.0%
0
0.0%
217.0
55
0.0%
4
0.0%
216.0
48
0.0%
2
0.0%
215.0
58
0.0%
4
0.0%
214.0
67
0.1%
4
0.0%
213.0
54
0.0%
7
0.1%
212.0
76
0.1%
4
0.0%
211.0
71
0.1%
6
0.1%
210.0
89
0.1%
5
0.1%
209.0
74
0.1%
4
0.0%
h1_sysbp_min
MISSING:
5,519
(4%)
651
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sysbp_noninvasive_min
0.99
h1_mbp_noninvasive_min
0.82
h1_mbp_min
0.82
h1_sysbp_invasive_min
0.74
h1_sysbp_noninvasive_max
0.74
h1_sysbp_max
0.73
h1_diasbp_noninvasive_min
0.68
h1_diasbp_min
0.68
d1_sysbp_noninvasive_min
0.64
d1_sysbp_min
0.64
h1_mbp_invasive_min
0.63
h1_mbp_noninvasive_max
0.59
h1_mbp_max
0.58
h1_sysbp_invasive_max
0.56

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.11
intubated_apache
0.10
gcs_motor_apache
0.09
gcs_verbal_apache
0.09
gcs_eyes_apache
0.09
icu_type
0.09
hospital_admit_source
0.07
ethnicity
0.07
icu_admit_source
0.07
cirrhosis
0.03
hepatic_failure
0.03
gender
0.03
immunosuppression
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
110.0
1,994
1.6%
136
1.4%
106.0
1,952
1.6%
140
1.5%
118.0
1,943
1.6%
141
1.5%
114.0
1,930
1.5%
161
1.7%
108.0
1,906
1.5%
159
1.7%
112.0
1,892
1.5%
180
1.9%
105.0
1,882
1.5%
132
1.4%
104.0
1,867
1.5%
149
1.6%
113.0
1,857
1.5%
145
1.5%
119.0
1,849
1.5%
161
1.7%
115.0
1,848
1.5%
146
1.5%
111.0
1,835
1.5%
156
1.6%
117.0
1,830
1.5%
136
1.4%
103.0
1,817
1.5%
160
1.7%
100.0
1,817
1.5%
159
1.7%
SMALLEST VALUES
53.0
714
0.6%
6
0.1%
54.0
76
0.1%
11
0.1%
55.0
92
0.1%
5
0.1%
56.0
89
0.1%
5
0.1%
57.0
111
0.1%
12
0.1%
58.0
119
0.1%
9
0.1%
59.0
102
0.1%
10
0.1%
60.0
151
0.1%
6
0.1%
61.0
152
0.1%
14
0.1%
62.0
218
0.2%
11
0.1%
63.0
200
0.2%
11
0.1%
64.0
240
0.2%
17
0.2%
65.0
230
0.2%
18
0.2%
66.0
262
0.2%
12
0.1%
67.0
249
0.2%
21
0.2%
LARGEST VALUES
194.0
615
0.5%
5
0.1%
193.0
37
0.0%
5
0.1%
192.0
57
0.0%
6
0.1%
191.0
57
0.0%
4
0.0%
190.0
68
0.1%
4
0.0%
189.0
74
0.1%
9
0.1%
188.0
79
0.1%
9
0.1%
187.0
88
0.1%
5
0.1%
186.0
91
0.1%
4
0.0%
185.0
93
0.1%
7
0.1%
184.0
93
0.1%
3
0.0%
183.0
96
0.1%
8
0.1%
182.0
117
0.1%
7
0.1%
181.0
126
0.1%
14
0.1%
180.0
128
0.1%
4
0.0%
h1_sysbp_noninvasive_max
MISSING:
11,330
(9%)
1,155
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sysbp_max
1.00
h1_mbp_noninvasive_max
0.79
h1_mbp_max
0.79
h1_sysbp_noninvasive_min
0.74
h1_sysbp_min
0.74
d1_sysbp_noninvasive_max
0.73
d1_sysbp_max
0.73
h1_diasbp_noninvasive_max
0.65
h1_diasbp_max
0.65
h1_sysbp_invasive_max
0.65
h1_mbp_noninvasive_min
0.62
h1_mbp_min
0.61
d1_mbp_noninvasive_max
0.56
d1_mbp_max
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.21
icu_admit_source
0.21
elective_surgery
0.21
hospital_admit_source
0.20
icu_type
0.19
intubated_apache
0.11
ventilated_apache
0.11
gcs_verbal_apache
0.06
gcs_motor_apache
0.05
ethnicity
0.05
gcs_eyes_apache
0.04
gender
0.03
icu_stay_type
0.02
diabetes_mellitus
0.02
MOST FREQUENT VALUES
119.0
1,815
1.5%
125
1.4%
118.0
1,777
1.5%
125
1.4%
122.0
1,775
1.5%
134
1.5%
124.0
1,767
1.5%
137
1.5%
127.0
1,752
1.5%
131
1.4%
128.0
1,747
1.5%
144
1.6%
132.0
1,741
1.5%
125
1.4%
125.0
1,736
1.5%
144
1.6%
117.0
1,724
1.5%
140
1.5%
130.0
1,712
1.4%
120
1.3%
126.0
1,705
1.4%
135
1.5%
136.0
1,703
1.4%
141
1.6%
129.0
1,698
1.4%
126
1.4%
115.0
1,696
1.4%
122
1.3%
120.0
1,693
1.4%
129
1.4%
SMALLEST VALUES
75.0
663
0.6%
0
0.0%
76.0
80
0.1%
53
0.6%
77.0
93
0.1%
15
0.2%
78.0
120
0.1%
7
0.1%
79.0
114
0.1%
3
0.0%
80.0
171
0.1%
14
0.2%
81.0
179
0.2%
14
0.2%
82.0
228
0.2%
15
0.2%
83.0
246
0.2%
21
0.2%
84.0
245
0.2%
19
0.2%
85.0
289
0.2%
18
0.2%
86.0
343
0.3%
34
0.4%
87.0
333
0.3%
24
0.3%
88.0
372
0.3%
41
0.5%
89.0
433
0.4%
28
0.3%
LARGEST VALUES
223.0
559
0.5%
0
0.0%
222.0
49
0.0%
0
0.0%
221.0
33
0.0%
0
0.0%
220.0
52
0.0%
0
0.0%
219.0
46
0.0%
45
0.5%
218.0
35
0.0%
0
0.0%
217.0
54
0.0%
4
0.0%
216.0
46
0.0%
2
0.0%
215.0
56
0.0%
4
0.0%
214.0
66
0.1%
3
0.0%
213.0
48
0.0%
7
0.1%
212.0
75
0.1%
4
0.0%
211.0
71
0.1%
6
0.1%
210.0
85
0.1%
5
0.1%
209.0
72
0.1%
4
0.0%
h1_sysbp_noninvasive_min
MISSING:
11,330
(9%)
1,155
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sysbp_min
0.99
h1_mbp_noninvasive_min
0.82
h1_mbp_min
0.82
h1_sysbp_noninvasive_max
0.74
h1_sysbp_max
0.74
h1_diasbp_noninvasive_min
0.68
h1_diasbp_min
0.68
h1_sysbp_invasive_min
0.67
d1_sysbp_noninvasive_min
0.66
d1_sysbp_min
0.66
h1_mbp_noninvasive_max
0.59
h1_mbp_max
0.59
h1_mbp_invasive_min
0.59
h1_sysbp_invasive_max
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
apache_post_operative
0.20
icu_admit_source
0.20
hospital_admit_source
0.20
elective_surgery
0.19
icu_type
0.18
ventilated_apache
0.17
intubated_apache
0.16
gcs_verbal_apache
0.11
gcs_motor_apache
0.09
gcs_eyes_apache
0.09
ethnicity
0.06
gcs_unable_apache
0.02
gender
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
110.0
1,877
1.6%
128
1.4%
118.0
1,855
1.6%
136
1.5%
106.0
1,838
1.5%
130
1.4%
114.0
1,820
1.5%
149
1.6%
105.0
1,808
1.5%
130
1.4%
112.0
1,794
1.5%
170
1.9%
108.0
1,794
1.5%
144
1.6%
119.0
1,784
1.5%
153
1.7%
113.0
1,784
1.5%
139
1.5%
115.0
1,773
1.5%
143
1.6%
111.0
1,773
1.5%
150
1.7%
117.0
1,758
1.5%
130
1.4%
104.0
1,754
1.5%
133
1.5%
103.0
1,730
1.5%
154
1.7%
109.0
1,719
1.4%
150
1.7%
SMALLEST VALUES
53.0
703
0.6%
6
0.1%
54.0
74
0.1%
11
0.1%
55.0
90
0.1%
6
0.1%
56.0
87
0.1%
5
0.1%
57.0
110
0.1%
12
0.1%
58.0
115
0.1%
8
0.1%
59.0
101
0.1%
10
0.1%
60.0
146
0.1%
6
0.1%
61.0
153
0.1%
15
0.2%
62.0
211
0.2%
10
0.1%
63.0
197
0.2%
12
0.1%
64.0
229
0.2%
17
0.2%
65.0
227
0.2%
18
0.2%
66.0
259
0.2%
12
0.1%
67.0
239
0.2%
21
0.2%
LARGEST VALUES
195.0
557
0.5%
1
0.0%
194.0
38
0.0%
4
0.0%
193.0
36
0.0%
4
0.0%
192.0
56
0.0%
6
0.1%
191.0
58
0.0%
3
0.0%
190.0
66
0.1%
4
0.0%
189.0
72
0.1%
9
0.1%
188.0
75
0.1%
9
0.1%
187.0
87
0.1%
5
0.1%
186.0
92
0.1%
4
0.0%
185.0
90
0.1%
7
0.1%
184.0
90
0.1%
3
0.0%
183.0
90
0.1%
8
0.1%
182.0
107
0.1%
7
0.1%
181.0
123
0.1%
14
0.2%
h1_temp_max
MISSING:
29,703
(23%)
2,654
(26%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_temp_min
0.87
temp_apache
0.61
d1_temp_min
0.58
d1_temp_max
0.48
h1_heartrate_min
0.24
h1_lactate_max
-0.24
h1_lactate_min
-0.24
h1_heartrate_max
0.23
d1_lactate_max
-0.19
d1_arterial_ph_min
0.19
h1_arterial_ph_min
0.18
h1_arterial_po2_max
-0.17
d1_lactate_min
-0.16
h1_arterial_ph_max
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.12
ethnicity
0.09
icu_admit_source
0.07
icu_type
0.07
apache_post_operative
0.05
elective_surgery
0.04
gcs_verbal_apache
0.03
gcs_eyes_apache
0.03
ventilated_apache
0.03
intubated_apache
0.03
gcs_motor_apache
0.03
icu_stay_type
0.02
gender
0.02
immunosuppression
0.01
MOST FREQUENT VALUES
36.7
8,801
8.8%
664
8.8%
36.8
8,731
8.7%
684
9.0%
36.6
8,431
8.4%
593
7.8%
36.4
7,241
7.2%
578
7.6%
36.9
7,027
7.0%
552
7.3%
36.5
5,432
5.4%
447
5.9%
37.1
4,964
4.9%
411
5.4%
37.0
4,889
4.9%
366
4.8%
36.3
4,391
4.4%
383
5.1%
37.2
3,819
3.8%
264
3.5%
36.2
3,050
3.0%
248
3.3%
36.1
2,640
2.6%
214
2.8%
37.3
2,580
2.6%
193
2.5%
37.4
2,197
2.2%
158
2.1%
36.0
1,915
1.9%
151
2.0%
SMALLEST VALUES
33.4
651
0.6%
4
0.1%
33.44444444
1
0.0%
0
0.0%
33.47
1
0.0%
0
0.0%
33.5
35
0.0%
2
0.0%
33.558240000000005
1
0.0%
0
0.0%
33.6
46
0.0%
3
0.0%
33.61
1
0.0%
0
0.0%
33.6138
1
0.0%
0
0.0%
33.63888889
1
0.0%
0
0.0%
33.66666667
2
0.0%
0
0.0%
33.7
55
0.1%
3
0.0%
33.778
1
0.0%
0
0.0%
33.8
73
0.1%
6
0.1%
33.833
1
0.0%
0
0.0%
33.88
2
0.0%
0
0.0%
LARGEST VALUES
39.5
417
0.4%
9
0.1%
39.4476
1
0.0%
0
0.0%
39.44
2
0.0%
0
0.0%
39.4
155
0.2%
19
0.3%
39.38
2
0.0%
0
0.0%
39.33648
1
0.0%
0
0.0%
39.33
1
0.0%
0
0.0%
39.3
131
0.1%
12
0.2%
39.28092
2
0.0%
0
0.0%
39.27
2
0.0%
0
0.0%
39.25
2
0.0%
0
0.0%
39.225359999999995
2
0.0%
0
0.0%
39.22222222
1
0.0%
0
0.0%
39.222
1
0.0%
0
0.0%
39.2
152
0.2%
12
0.2%
h1_temp_min
MISSING:
29,703
(23%)
2,654
(26%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_temp_max
0.87
d1_temp_min
0.65
temp_apache
0.65
d1_temp_max
0.40
h1_lactate_max
-0.27
h1_lactate_min
-0.26
h1_heartrate_min
0.24
d1_lactate_max
-0.21
h1_heartrate_max
0.20
d1_arterial_ph_min
0.20
d1_lactate_min
-0.18
h1_arterial_ph_min
0.18
h1_arterial_po2_max
-0.18
h1_resprate_min
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.12
ethnicity
0.09
icu_admit_source
0.07
icu_type
0.07
apache_post_operative
0.05
elective_surgery
0.04
gcs_verbal_apache
0.03
gcs_eyes_apache
0.03
ventilated_apache
0.03
intubated_apache
0.03
gcs_motor_apache
0.03
icu_stay_type
0.02
gender
0.02
immunosuppression
0.01
MOST FREQUENT VALUES
36.7
8,729
8.7%
666
8.8%
36.6
8,621
8.6%
631
8.3%
36.8
8,246
8.2%
649
8.6%
36.4
7,788
7.8%
645
8.5%
36.9
6,453
6.4%
532
7.0%
36.5
5,769
5.7%
432
5.7%
36.3
5,009
5.0%
408
5.4%
37.1
4,375
4.4%
363
4.8%
37.0
4,326
4.3%
325
4.3%
36.2
3,604
3.6%
293
3.9%
37.2
3,240
3.2%
228
3.0%
36.1
3,181
3.2%
237
3.1%
36.0
2,318
2.3%
187
2.5%
37.3
2,279
2.3%
166
2.2%
37.4
1,895
1.9%
126
1.7%
SMALLEST VALUES
32.9
625
0.6%
4
0.1%
32.94
2
0.0%
0
0.0%
33.0
51
0.1%
6
0.1%
33.05
1
0.0%
0
0.0%
33.09
1
0.0%
0
0.0%
33.1
52
0.1%
1
0.0%
33.11111111
1
0.0%
0
0.0%
33.15
1
0.0%
0
0.0%
33.2
52
0.1%
3
0.0%
33.27777778
1
0.0%
0
0.0%
33.278
1
0.0%
0
0.0%
33.3
71
0.1%
6
0.1%
33.336
2
0.0%
0
0.0%
33.36111111
1
0.0%
0
0.0%
33.38888889
2
0.0%
0
0.0%
LARGEST VALUES
39.3
408
0.4%
6
0.1%
39.27
2
0.0%
0
0.0%
39.22
1
0.0%
0
0.0%
39.2
112
0.1%
10
0.1%
39.16666667
1
0.0%
0
0.0%
39.16
2
0.0%
0
0.0%
39.11111111
1
0.0%
0
0.0%
39.111
1
0.0%
0
0.0%
39.11
2
0.0%
0
0.0%
39.1
106
0.1%
8
0.1%
39.05
2
0.0%
0
0.0%
39.0
110
0.1%
17
0.2%
38.94
1
0.0%
0
0.0%
38.9
165
0.2%
25
0.3%
38.891999999999996
2
0.0%
0
0.0%
d1_albumin_max
MISSING:
71,406
(55%)
5,540
(54%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
albumin_apache
0.96
d1_albumin_min
0.91
h1_albumin_max
0.88
h1_albumin_min
0.88
d1_calcium_max
0.49
d1_calcium_min
0.46
h1_calcium_max
0.43
h1_calcium_min
0.42
d1_hemaglobin_min
0.41
d1_hemaglobin_max
0.41
d1_hematocrit_max
0.40
hematocrit_apache
0.40
d1_hematocrit_min
0.40
h1_hemaglobin_max
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.16
icu_admit_source
0.15
elective_surgery
0.14
apache_post_operative
0.13
icu_type
0.10
gcs_motor_apache
0.09
gcs_verbal_apache
0.08
gcs_eyes_apache
0.08
ventilated_apache
0.05
ethnicity
0.05
intubated_apache
0.05
cirrhosis
0.05
hepatic_failure
0.04
arf_apache
0.03
MOST FREQUENT VALUES
3.1
3,371
5.7%
271
5.8%
3.0
3,335
5.7%
246
5.2%
3.2
3,313
5.6%
258
5.5%
2.9
3,248
5.5%
235
5.0%
3.3
3,174
5.4%
255
5.4%
2.8
3,123
5.3%
245
5.2%
3.4
3,042
5.2%
250
5.3%
2.7
2,901
4.9%
216
4.6%
3.5
2,825
4.8%
244
5.2%
2.6
2,669
4.5%
221
4.7%
3.6
2,505
4.3%
179
3.8%
2.5
2,438
4.1%
187
4.0%
2.4
2,306
3.9%
174
3.7%
3.7
2,136
3.6%
164
3.5%
2.3
2,075
3.5%
165
3.5%
SMALLEST VALUES
1.2
472
0.8%
14
0.3%
1.3
198
0.3%
14
0.3%
1.4
268
0.5%
31
0.7%
1.5
424
0.7%
36
0.8%
1.6
529
0.9%
45
1.0%
1.7
722
1.2%
59
1.3%
1.8
872
1.5%
71
1.5%
1.9
1,133
1.9%
89
1.9%
2.0
1,381
2.4%
122
2.6%
2.1
1,569
2.7%
124
2.6%
2.2
1,842
3.1%
163
3.5%
2.3
2,075
3.5%
165
3.5%
2.4
2,306
3.9%
174
3.7%
2.5
2,438
4.1%
187
4.0%
2.6
2,669
4.5%
221
4.7%
LARGEST VALUES
4.6
235
0.4%
15
0.3%
4.5
178
0.3%
19
0.4%
4.4
286
0.5%
26
0.6%
4.3
439
0.7%
41
0.9%
4.2
591
1.0%
53
1.1%
4.1
844
1.4%
76
1.6%
4.0
1,170
2.0%
74
1.6%
3.9
1,437
2.4%
117
2.5%
3.8
1,695
2.9%
157
3.3%
3.7
2,136
3.6%
164
3.5%
3.63
1
0.0%
0
0.0%
3.6
2,505
4.3%
179
3.8%
3.5
2,825
4.8%
244
5.2%
3.44
1
0.0%
0
0.0%
3.4
3,042
5.2%
250
5.3%
d1_albumin_min
MISSING:
71,406
(55%)
5,540
(54%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
albumin_apache
0.93
d1_albumin_max
0.91
h1_albumin_min
0.89
h1_albumin_max
0.89
d1_calcium_min
0.51
d1_calcium_max
0.48
d1_hemaglobin_min
0.43
h1_calcium_max
0.43
h1_calcium_min
0.43
d1_hematocrit_min
0.42
hematocrit_apache
0.41
d1_hemaglobin_max
0.39
d1_hematocrit_max
0.38
h1_hemaglobin_max
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.16
icu_admit_source
0.15
elective_surgery
0.14
apache_post_operative
0.14
icu_type
0.10
gcs_motor_apache
0.08
gcs_verbal_apache
0.08
gcs_eyes_apache
0.07
ethnicity
0.05
ventilated_apache
0.04
cirrhosis
0.04
intubated_apache
0.04
hepatic_failure
0.04
arf_apache
0.03
MOST FREQUENT VALUES
3.0
3,346
5.7%
256
5.5%
3.1
3,344
5.7%
277
5.9%
2.9
3,313
5.6%
247
5.3%
2.8
3,209
5.5%
239
5.1%
3.2
3,206
5.5%
242
5.2%
3.3
3,031
5.2%
241
5.1%
2.7
2,974
5.1%
227
4.8%
3.4
2,853
4.9%
243
5.2%
2.6
2,788
4.7%
227
4.8%
3.5
2,603
4.4%
207
4.4%
2.5
2,599
4.4%
184
3.9%
2.4
2,421
4.1%
193
4.1%
2.3
2,258
3.8%
182
3.9%
3.6
2,244
3.8%
165
3.5%
2.2
2,007
3.4%
168
3.6%
SMALLEST VALUES
1.1
441
0.8%
48
1.0%
1.2
197
0.3%
16
0.3%
1.3
254
0.4%
17
0.4%
1.4
353
0.6%
38
0.8%
1.5
518
0.9%
41
0.9%
1.6
714
1.2%
59
1.3%
1.7
836
1.4%
74
1.6%
1.8
987
1.7%
87
1.9%
1.9
1,263
2.1%
104
2.2%
2.0
1,553
2.6%
140
3.0%
2.1
1,772
3.0%
135
2.9%
2.2
2,007
3.4%
168
3.6%
2.3
2,258
3.8%
182
3.9%
2.4
2,421
4.1%
193
4.1%
2.5
2,599
4.4%
184
3.9%
LARGEST VALUES
4.5
250
0.4%
17
0.4%
4.4
216
0.4%
18
0.4%
4.3
357
0.6%
26
0.6%
4.2
480
0.8%
44
0.9%
4.1
700
1.2%
65
1.4%
4.0
988
1.7%
64
1.4%
3.9
1,246
2.1%
107
2.3%
3.8
1,527
2.6%
140
3.0%
3.7
1,900
3.2%
156
3.3%
3.6
2,244
3.8%
165
3.5%
3.5
2,603
4.4%
207
4.4%
3.44
1
0.0%
0
0.0%
3.4
2,853
4.9%
243
5.2%
3.35
1
0.0%
0
0.0%
3.3
3,031
5.2%
241
5.1%
d1_bilirubin_max
MISSING:
76,735
(59%)
5,860
(57%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bilirubin_apache
1.00
d1_bilirubin_min
0.99
h1_bilirubin_max
0.99
h1_bilirubin_min
0.99
d1_inr_max
0.20
h1_inr_max
0.20
d1_inr_min
0.20
h1_inr_min
0.20
d1_platelets_min
-0.19
d1_lactate_min
0.19
d1_lactate_max
0.18
d1_platelets_max
-0.18
h1_platelets_min
-0.18
h1_platelets_max
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hepatic_failure
0.24
cirrhosis
0.23
icu_admit_source
0.07
hospital_admit_source
0.07
gcs_verbal_apache
0.06
gcs_eyes_apache
0.06
gcs_motor_apache
0.06
elective_surgery
0.06
icu_type
0.06
apache_post_operative
0.05
ethnicity
0.05
intubated_apache
0.04
ventilated_apache
0.04
gender
0.04
MOST FREQUENT VALUES
0.4
6,440
12.1%
508
11.6%
0.5
6,072
11.4%
501
11.5%
0.3
5,370
10.1%
425
9.7%
0.6
5,136
9.6%
430
9.8%
0.7
4,243
7.9%
367
8.4%
0.8
3,476
6.5%
284
6.5%
0.9
2,724
5.1%
226
5.2%
0.2
2,694
5.0%
267
6.1%
1.0
2,233
4.2%
181
4.1%
1.1
1,691
3.2%
157
3.6%
1.2
1,393
2.6%
116
2.7%
1.3
1,081
2.0%
84
1.9%
1.4
1,009
1.9%
76
1.7%
1.5
806
1.5%
64
1.5%
1.6
683
1.3%
67
1.5%
SMALLEST VALUES
0.2
2,694
5.0%
267
6.1%
0.21
7
0.0%
1
0.0%
0.22
15
0.0%
0
0.0%
0.23
10
0.0%
0
0.0%
0.24
8
0.0%
1
0.0%
0.25
14
0.0%
2
0.0%
0.26
16
0.0%
0
0.0%
0.27
13
0.0%
0
0.0%
0.28
9
0.0%
1
0.0%
0.29
9
0.0%
2
0.0%
0.3
5,370
10.1%
425
9.7%
0.31
10
0.0%
0
0.0%
0.32
19
0.0%
0
0.0%
0.33
19
0.0%
2
0.0%
0.34
16
0.0%
1
0.0%
LARGEST VALUES
60.2
1
0.0%
0
0.0%
51.0
1
0.0%
0
0.0%
50.9
1
0.0%
0
0.0%
48.0
1
0.0%
0
0.0%
44.8
1
0.0%
0
0.0%
43.8
1
0.0%
0
0.0%
43.7
1
0.0%
0
0.0%
43.02
1
0.0%
0
0.0%
41.9
1
0.0%
0
0.0%
40.4
1
0.0%
0
0.0%
40.1
1
0.0%
0
0.0%
40.0
1
0.0%
0
0.0%
39.9
1
0.0%
0
0.0%
39.0
1
0.0%
0
0.0%
38.3
1
0.0%
0
0.0%
d1_bilirubin_min
MISSING:
76,735
(59%)
5,860
(57%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_bilirubin_min
0.99
h1_bilirubin_max
0.99
d1_bilirubin_max
0.99
bilirubin_apache
0.99
d1_inr_min
0.20
h1_inr_min
0.20
d1_inr_max
0.19
h1_inr_max
0.19
d1_platelets_min
-0.18
d1_platelets_max
-0.18
d1_lactate_min
0.17
h1_platelets_min
-0.17
h1_platelets_max
-0.17
d1_lactate_max
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hepatic_failure
0.23
cirrhosis
0.23
icu_admit_source
0.08
hospital_admit_source
0.07
elective_surgery
0.06
gcs_verbal_apache
0.06
apache_post_operative
0.06
icu_type
0.06
gcs_eyes_apache
0.05
gcs_motor_apache
0.05
ethnicity
0.05
gender
0.03
intubated_apache
0.03
ventilated_apache
0.03
MOST FREQUENT VALUES
0.4
6,886
12.9%
562
12.8%
0.5
6,216
11.6%
516
11.8%
0.3
5,893
11.0%
464
10.6%
0.6
5,199
9.7%
425
9.7%
0.7
4,139
7.7%
352
8.0%
0.8
3,378
6.3%
271
6.2%
0.2
3,190
6.0%
313
7.2%
0.9
2,605
4.9%
224
5.1%
1.0
2,099
3.9%
160
3.7%
1.1
1,626
3.0%
144
3.3%
1.2
1,292
2.4%
113
2.6%
1.3
1,024
1.9%
79
1.8%
1.4
911
1.7%
71
1.6%
1.5
700
1.3%
66
1.5%
1.6
627
1.2%
54
1.2%
SMALLEST VALUES
0.2
3,190
6.0%
313
7.2%
0.21
8
0.0%
1
0.0%
0.22
15
0.0%
1
0.0%
0.23
12
0.0%
0
0.0%
0.24
12
0.0%
1
0.0%
0.25
17
0.0%
2
0.0%
0.26
18
0.0%
0
0.0%
0.27
13
0.0%
2
0.0%
0.28
12
0.0%
1
0.0%
0.29
12
0.0%
2
0.0%
0.3
5,893
11.0%
464
10.6%
0.31
14
0.0%
1
0.0%
0.32
21
0.0%
0
0.0%
0.33
21
0.0%
2
0.0%
0.34
16
0.0%
1
0.0%
LARGEST VALUES
58.0
1
0.0%
0
0.0%
51.0
1
0.0%
0
0.0%
50.3
1
0.0%
0
0.0%
47.3
1
0.0%
0
0.0%
43.5
1
0.0%
0
0.0%
40.1
1
0.0%
0
0.0%
40.0
1
0.0%
0
0.0%
39.9
2
0.0%
0
0.0%
39.87
1
0.0%
0
0.0%
38.8
1
0.0%
0
0.0%
38.4
1
0.0%
0
0.0%
38.3
1
0.0%
0
0.0%
37.5
1
0.0%
0
0.0%
37.2
1
0.0%
0
0.0%
36.7
1
0.0%
0
0.0%
d1_bun_max
MISSING:
13,734
(11%)
1,108
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bun_apache
0.99
h1_bun_max
0.98
h1_bun_min
0.98
d1_bun_min
0.97
h1_creatinine_min
0.71
h1_creatinine_max
0.71
creatinine_apache
0.69
d1_creatinine_max
0.69
d1_creatinine_min
0.66
h1_potassium_min
0.38
h1_potassium_max
0.37
d1_potassium_max
0.35
d1_hemaglobin_min
-0.25
d1_hemaglobin_max
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.17
icu_admit_source
0.15
diabetes_mellitus
0.15
elective_surgery
0.14
icu_type
0.13
apache_post_operative
0.13
hospital_admit_source
0.13
gcs_verbal_apache
0.12
ventilated_apache
0.09
gcs_motor_apache
0.09
gcs_eyes_apache
0.08
gender
0.06
intubated_apache
0.06
hepatic_failure
0.05
MOST FREQUENT VALUES
13.0
5,208
4.5%
410
4.5%
14.0
5,146
4.4%
430
4.7%
12.0
5,120
4.4%
409
4.5%
15.0
5,023
4.3%
390
4.3%
11.0
4,917
4.2%
375
4.1%
16.0
4,688
4.0%
369
4.0%
10.0
4,496
3.9%
390
4.3%
17.0
4,281
3.7%
354
3.9%
9.0
3,945
3.4%
280
3.1%
18.0
3,935
3.4%
342
3.7%
19.0
3,734
3.2%
319
3.5%
8.0
3,398
2.9%
261
2.9%
20.0
3,332
2.9%
265
2.9%
21.0
3,085
2.6%
234
2.6%
22.0
2,929
2.5%
193
2.1%
SMALLEST VALUES
4.0
1,199
1.0%
103
1.1%
4.1
1
0.0%
0
0.0%
4.3
2
0.0%
0
0.0%
4.4
1
0.0%
0
0.0%
4.6
2
0.0%
0
0.0%
4.7
2
0.0%
0
0.0%
4.8
1
0.0%
0
0.0%
5.0
1,177
1.0%
139
1.5%
5.1
1
0.0%
0
0.0%
5.3
4
0.0%
0
0.0%
5.4
2
0.0%
1
0.0%
5.5
1
0.0%
0
0.0%
5.6
2
0.0%
0
0.0%
5.7
5
0.0%
1
0.0%
5.8
3
0.0%
0
0.0%
LARGEST VALUES
126.0
570
0.5%
1
0.0%
125.0
25
0.0%
2
0.0%
124.0
26
0.0%
1
0.0%
123.0
29
0.0%
3
0.0%
122.0
25
0.0%
3
0.0%
121.0
41
0.0%
1
0.0%
120.0
25
0.0%
3
0.0%
119.0
30
0.0%
2
0.0%
118.0
39
0.0%
3
0.0%
117.0
20
0.0%
2
0.0%
116.0
27
0.0%
1
0.0%
115.0
33
0.0%
2
0.0%
114.0
26
0.0%
2
0.0%
113.0
31
0.0%
2
0.0%
112.0
49
0.0%
4
0.0%
d1_bun_min
MISSING:
13,734
(11%)
1,108
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_bun_max
0.97
bun_apache
0.97
h1_bun_min
0.95
h1_bun_max
0.95
d1_creatinine_min
0.67
creatinine_apache
0.65
h1_creatinine_min
0.65
h1_creatinine_max
0.65
d1_creatinine_max
0.64
h1_potassium_min
0.36
h1_potassium_max
0.35
d1_potassium_max
0.30
d1_potassium_min
0.28
age
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.16
icu_admit_source
0.15
elective_surgery
0.14
apache_post_operative
0.14
diabetes_mellitus
0.14
hospital_admit_source
0.13
icu_type
0.13
gcs_verbal_apache
0.11
ventilated_apache
0.08
gcs_motor_apache
0.08
gcs_eyes_apache
0.07
gender
0.06
hepatic_failure
0.05
cirrhosis
0.05
MOST FREQUENT VALUES
12.0
5,543
4.8%
440
4.8%
13.0
5,517
4.7%
420
4.6%
11.0
5,285
4.5%
439
4.8%
14.0
5,221
4.5%
422
4.6%
10.0
5,155
4.4%
437
4.8%
15.0
4,964
4.3%
415
4.5%
16.0
4,646
4.0%
369
4.0%
9.0
4,516
3.9%
324
3.6%
17.0
4,231
3.6%
340
3.7%
8.0
3,956
3.4%
312
3.4%
18.0
3,916
3.4%
319
3.5%
19.0
3,527
3.0%
284
3.1%
20.0
3,225
2.8%
249
2.7%
7.0
3,221
2.8%
244
2.7%
21.0
2,871
2.5%
232
2.5%
SMALLEST VALUES
3.0
889
0.8%
75
0.8%
3.1
1
0.0%
0
0.0%
3.3
1
0.0%
0
0.0%
3.4
2
0.0%
0
0.0%
3.5
2
0.0%
0
0.0%
3.6
2
0.0%
0
0.0%
3.7
2
0.0%
0
0.0%
3.8
1
0.0%
0
0.0%
3.9
1
0.0%
0
0.0%
4.0
1,023
0.9%
94
1.0%
4.2
1
0.0%
0
0.0%
4.4
2
0.0%
0
0.0%
4.5
1
0.0%
0
0.0%
4.6
2
0.0%
0
0.0%
4.7
2
0.0%
0
0.0%
LARGEST VALUES
113.09
582
0.5%
0
0.0%
113.0
26
0.0%
3
0.0%
112.0
25
0.0%
1
0.0%
111.0
33
0.0%
0
0.0%
110.0
42
0.0%
4
0.0%
109.0
37
0.0%
3
0.0%
108.0
26
0.0%
1
0.0%
107.1
1
0.0%
0
0.0%
107.0
48
0.0%
6
0.1%
106.0
36
0.0%
2
0.0%
105.8
1
0.0%
0
0.0%
105.0
49
0.0%
3
0.0%
104.0
42
0.0%
4
0.0%
103.0
46
0.0%
2
0.0%
102.0
33
0.0%
3
0.0%
d1_calcium_max
MISSING:
16,692
(13%)
1,402
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_calcium_max
0.86
h1_calcium_min
0.86
d1_calcium_min
0.83
d1_albumin_max
0.49
d1_albumin_min
0.48
albumin_apache
0.47
h1_albumin_max
0.46
h1_albumin_min
0.46
d1_hematocrit_min
0.28
hematocrit_apache
0.27
d1_hemaglobin_min
0.27
d1_hematocrit_max
0.26
h1_sysbp_noninvasive_min
0.26
d1_hco3_max
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.09
hospital_admit_source
0.07
ventilated_apache
0.07
intubated_apache
0.05
diabetes_mellitus
0.05
ethnicity
0.05
gcs_verbal_apache
0.05
gender
0.04
icu_admit_source
0.03
arf_apache
0.03
gcs_motor_apache
0.03
gcs_eyes_apache
0.03
icu_stay_type
0.02
gcs_unable_apache
0.02
MOST FREQUENT VALUES
8.4
6,725
5.9%
517
5.9%
8.5
6,708
5.9%
504
5.7%
8.6
6,564
5.8%
428
4.8%
8.3
6,476
5.7%
525
5.9%
8.2
6,184
5.5%
492
5.6%
8.7
6,091
5.4%
460
5.2%
8.8
5,795
5.1%
445
5.0%
8.1
5,746
5.1%
448
5.1%
8.0
5,239
4.6%
459
5.2%
8.9
5,160
4.5%
342
3.9%
7.9
4,684
4.1%
399
4.5%
9.0
4,487
4.0%
282
3.2%
7.8
4,208
3.7%
356
4.0%
9.1
3,698
3.3%
269
3.0%
7.7
3,607
3.2%
315
3.6%
SMALLEST VALUES
6.2
716
0.6%
12
0.1%
6.3
139
0.1%
13
0.1%
6.4
234
0.2%
21
0.2%
6.5
317
0.3%
27
0.3%
6.6
397
0.3%
38
0.4%
6.7
484
0.4%
42
0.5%
6.8
588
0.5%
66
0.7%
6.9
766
0.7%
81
0.9%
7.0
1,026
0.9%
88
1.0%
7.1
1,240
1.1%
109
1.2%
7.2
1,456
1.3%
152
1.7%
7.3
1,812
1.6%
173
2.0%
7.4
2,212
1.9%
221
2.5%
7.5
2,637
2.3%
230
2.6%
7.6
3,229
2.8%
279
3.2%
LARGEST VALUES
10.8
567
0.5%
3
0.0%
10.7
76
0.1%
6
0.1%
10.6
92
0.1%
7
0.1%
10.5
134
0.1%
10
0.1%
10.4
152
0.1%
10
0.1%
10.3
189
0.2%
21
0.2%
10.2
236
0.2%
22
0.2%
10.1
313
0.3%
19
0.2%
10.0
416
0.4%
30
0.3%
9.9
526
0.5%
30
0.3%
9.8
729
0.6%
40
0.5%
9.7
951
0.8%
63
0.7%
9.6
1,231
1.1%
92
1.0%
9.5
1,544
1.4%
96
1.1%
9.4
2,047
1.8%
152
1.7%
d1_calcium_min
MISSING:
16,692
(13%)
1,402
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_calcium_min
0.84
d1_calcium_max
0.83
h1_calcium_max
0.81
d1_albumin_min
0.51
albumin_apache
0.49
h1_albumin_min
0.48
h1_albumin_max
0.48
d1_albumin_max
0.46
d1_hco3_min
0.37
d1_hematocrit_min
0.33
hematocrit_apache
0.31
d1_hemaglobin_min
0.31
h1_hco3_min
0.30
h1_hco3_max
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
icu_type
0.08
hospital_admit_source
0.07
diabetes_mellitus
0.05
ethnicity
0.05
ventilated_apache
0.04
gender
0.04
gcs_verbal_apache
0.03
intubated_apache
0.03
arf_apache
0.03
icu_admit_source
0.03
gcs_motor_apache
0.02
gcs_eyes_apache
0.02
icu_stay_type
0.02
cirrhosis
0.01
MOST FREQUENT VALUES
8.3
6,297
5.5%
479
5.4%
8.4
6,277
5.5%
466
5.3%
8.5
6,182
5.4%
452
5.1%
8.2
6,108
5.4%
464
5.3%
8.1
5,887
5.2%
465
5.3%
8.6
5,837
5.1%
395
4.5%
8.0
5,672
5.0%
502
5.7%
8.7
5,301
4.7%
387
4.4%
7.9
5,206
4.6%
422
4.8%
8.8
4,962
4.4%
363
4.1%
7.8
4,791
4.2%
395
4.5%
7.7
4,303
3.8%
342
3.9%
8.9
4,221
3.7%
280
3.2%
7.6
3,923
3.5%
322
3.6%
9.0
3,509
3.1%
218
2.5%
SMALLEST VALUES
5.5
706
0.6%
61
0.7%
5.6
103
0.1%
13
0.1%
5.7
130
0.1%
11
0.1%
5.8
174
0.2%
20
0.2%
5.9
184
0.2%
23
0.3%
6.0
251
0.2%
21
0.2%
6.1
316
0.3%
28
0.3%
6.2
357
0.3%
31
0.4%
6.3
409
0.4%
46
0.5%
6.4
575
0.5%
49
0.6%
6.5
661
0.6%
49
0.6%
6.6
761
0.7%
81
0.9%
6.7
912
0.8%
87
1.0%
6.8
1,123
1.0%
109
1.2%
6.9
1,304
1.1%
123
1.4%
LARGEST VALUES
10.3
523
0.5%
0
0.0%
10.2
131
0.1%
42
0.5%
10.1
185
0.2%
15
0.2%
10.0
237
0.2%
17
0.2%
9.9
297
0.3%
16
0.2%
9.8
438
0.4%
19
0.2%
9.7
588
0.5%
40
0.5%
9.6
764
0.7%
59
0.7%
9.5
1,068
0.9%
62
0.7%
9.4
1,416
1.2%
102
1.2%
9.3
1,854
1.6%
116
1.3%
9.2
2,300
2.0%
133
1.5%
9.1
2,858
2.5%
198
2.2%
9.0
3,509
3.1%
218
2.5%
8.9
4,221
3.7%
280
3.2%
d1_creatinine_max
MISSING:
13,273
(10%)
1,091
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
creatinine_apache
0.99
h1_creatinine_max
0.99
h1_creatinine_min
0.99
d1_creatinine_min
0.97
h1_bun_max
0.70
h1_bun_min
0.70
d1_bun_max
0.69
bun_apache
0.68
d1_bun_min
0.64
h1_potassium_min
0.35
h1_potassium_max
0.35
d1_potassium_max
0.33
d1_hco3_min
-0.23
h1_hco3_max
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.49
diabetes_mellitus
0.13
ethnicity
0.13
icu_type
0.10
icu_admit_source
0.09
gender
0.09
elective_surgery
0.09
hospital_admit_source
0.08
apache_post_operative
0.08
gcs_verbal_apache
0.07
ventilated_apache
0.07
gcs_motor_apache
0.06
gcs_eyes_apache
0.06
intubated_apache
0.05
MOST FREQUENT VALUES
0.8
4,017
3.4%
388
4.2%
0.7
3,687
3.2%
327
3.6%
0.9
3,619
3.1%
351
3.8%
1.0
3,055
2.6%
283
3.1%
0.6
2,545
2.2%
235
2.6%
1.1
2,405
2.1%
226
2.5%
1.2
1,885
1.6%
184
2.0%
1.3
1,509
1.3%
142
1.6%
0.5
1,378
1.2%
158
1.7%
1.4
1,230
1.1%
123
1.3%
0.78
1,079
0.9%
63
0.7%
0.82
1,044
0.9%
71
0.8%
0.76
1,033
0.9%
68
0.7%
0.79
1,032
0.9%
85
0.9%
0.85
1,008
0.9%
82
0.9%
SMALLEST VALUES
0.34
650
0.6%
0
0.0%
0.344
1
0.0%
0
0.0%
0.348
1
0.0%
0
0.0%
0.35
71
0.1%
55
0.6%
0.359
1
0.0%
0
0.0%
0.36
98
0.1%
3
0.0%
0.37
86
0.1%
5
0.1%
0.376
1
0.0%
0
0.0%
0.38
97
0.1%
8
0.1%
0.38799999999999996
1
0.0%
0
0.0%
0.39
137
0.1%
9
0.1%
0.392
1
0.0%
0
0.0%
0.396
1
0.0%
0
0.0%
0.4
526
0.5%
39
0.4%
0.401
1
0.0%
0
0.0%
LARGEST VALUES
11.11
585
0.5%
0
0.0%
11.1
6
0.0%
0
0.0%
11.08
1
0.0%
0
0.0%
11.07
1
0.0%
0
0.0%
11.06
1
0.0%
0
0.0%
11.05
1
0.0%
0
0.0%
11.03
2
0.0%
0
0.0%
11.01
1
0.0%
0
0.0%
11.0
11
0.0%
0
0.0%
10.98
1
0.0%
0
0.0%
10.97
1
0.0%
0
0.0%
10.95
3
0.0%
0
0.0%
10.94
2
0.0%
0
0.0%
10.93
1
0.0%
0
0.0%
10.91
1
0.0%
0
0.0%
d1_creatinine_min
MISSING:
13,273
(10%)
1,091
(11%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
creatinine_apache
0.97
d1_creatinine_max
0.97
h1_creatinine_min
0.95
h1_creatinine_max
0.95
h1_bun_min
0.67
h1_bun_max
0.67
d1_bun_min
0.67
bun_apache
0.66
d1_bun_max
0.66
h1_potassium_min
0.33
h1_potassium_max
0.32
d1_potassium_max
0.29
d1_potassium_min
0.24
d1_hemaglobin_max
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.50
ethnicity
0.13
diabetes_mellitus
0.13
icu_admit_source
0.10
icu_type
0.09
gender
0.09
elective_surgery
0.09
apache_post_operative
0.09
hospital_admit_source
0.09
gcs_verbal_apache
0.06
ventilated_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
intubated_apache
0.04
MOST FREQUENT VALUES
0.8
4,203
3.6%
413
4.5%
0.7
4,034
3.5%
357
3.9%
0.9
3,537
3.0%
323
3.5%
0.6
3,047
2.6%
301
3.3%
1.0
2,943
2.5%
272
3.0%
1.1
2,276
1.9%
215
2.4%
0.5
1,809
1.5%
221
2.4%
1.2
1,774
1.5%
169
1.8%
1.3
1,385
1.2%
132
1.4%
0.78
1,137
1.0%
65
0.7%
0.76
1,132
1.0%
86
0.9%
1.4
1,117
1.0%
109
1.2%
0.79
1,111
1.0%
76
0.8%
0.82
1,087
0.9%
78
0.9%
0.75
1,086
0.9%
88
1.0%
SMALLEST VALUES
0.3
671
0.6%
0
0.0%
0.31
77
0.1%
4
0.0%
0.316
2
0.0%
0
0.0%
0.32
74
0.1%
9
0.1%
0.33
80
0.1%
2
0.0%
0.34
124
0.1%
10
0.1%
0.348
1
0.0%
0
0.0%
0.35
123
0.1%
16
0.2%
0.359
1
0.0%
0
0.0%
0.36
137
0.1%
6
0.1%
0.37
128
0.1%
15
0.2%
0.376
1
0.0%
0
0.0%
0.38
176
0.2%
9
0.1%
0.385
1
0.0%
0
0.0%
0.38799999999999996
1
0.0%
0
0.0%
LARGEST VALUES
9.9379
585
0.5%
0
0.0%
9.93
3
0.0%
0
0.0%
9.92
2
0.0%
0
0.0%
9.91
2
0.0%
0
0.0%
9.9
8
0.0%
0
0.0%
9.89
1
0.0%
0
0.0%
9.88
3
0.0%
0
0.0%
9.87
4
0.0%
0
0.0%
9.85
2
0.0%
0
0.0%
9.84
3
0.0%
0
0.0%
9.83
2
0.0%
0
0.0%
9.81
3
0.0%
0
0.0%
9.8
3
0.0%
0
0.0%
9.79
1
0.0%
0
0.0%
9.78
4
0.0%
0
0.0%
d1_glucose_max
MISSING:
8,243
(6%)
681
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
glucose_apache
0.92
h1_glucose_max
0.87
h1_glucose_min
0.84
d1_glucose_min
0.38
h1_hco3_min
-0.30
h1_hco3_max
-0.29
h1_arterial_ph_min
-0.25
h1_arterial_ph_max
-0.25
h1_lactate_max
0.24
h1_lactate_min
0.24
d1_hco3_min
-0.23
d1_lactate_max
0.22
d1_arterial_ph_min
-0.22
d1_potassium_max
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
0.40
ventilated_apache
0.13
intubated_apache
0.12
gcs_motor_apache
0.10
gcs_eyes_apache
0.10
gcs_verbal_apache
0.10
icu_type
0.07
ethnicity
0.04
hospital_admit_source
0.04
arf_apache
0.03
icu_admit_source
0.02
gender
0.02
gcs_unable_apache
0.02
icu_stay_type
0.01
MOST FREQUENT VALUES
122.0
1,060
0.9%
68
0.7%
113.0
1,055
0.9%
76
0.8%
112.0
1,042
0.9%
71
0.7%
114.0
1,040
0.9%
83
0.9%
119.0
1,028
0.8%
69
0.7%
107.0
1,010
0.8%
82
0.9%
125.0
1,004
0.8%
74
0.8%
111.0
998
0.8%
92
1.0%
117.0
996
0.8%
61
0.6%
108.0
995
0.8%
70
0.7%
102.0
995
0.8%
77
0.8%
127.0
993
0.8%
90
0.9%
126.0
993
0.8%
70
0.7%
109.0
992
0.8%
53
0.6%
110.0
988
0.8%
75
0.8%
SMALLEST VALUES
73.0
644
0.5%
46
0.5%
74.0
118
0.1%
7
0.1%
75.0
128
0.1%
16
0.2%
76.0
145
0.1%
13
0.1%
77.0
158
0.1%
13
0.1%
78.0
161
0.1%
13
0.1%
79.0
170
0.1%
19
0.2%
80.0
242
0.2%
18
0.2%
81.0
276
0.2%
19
0.2%
82.0
352
0.3%
24
0.3%
83.0
332
0.3%
26
0.3%
84.0
371
0.3%
30
0.3%
85.0
422
0.3%
30
0.3%
86.0
465
0.4%
34
0.4%
87.0
464
0.4%
41
0.4%
LARGEST VALUES
611.0
609
0.5%
0
0.0%
610.0
2
0.0%
0
0.0%
609.0
3
0.0%
0
0.0%
608.0
5
0.0%
0
0.0%
607.0
3
0.0%
0
0.0%
606.0
1
0.0%
0
0.0%
605.0
2
0.0%
0
0.0%
604.0
3
0.0%
0
0.0%
603.0
3
0.0%
0
0.0%
602.0
5
0.0%
0
0.0%
601.0
2
0.0%
0
0.0%
600.0
5
0.0%
0
0.0%
599.0
6
0.0%
0
0.0%
598.0
9
0.0%
0
0.0%
597.0
6
0.0%
0
0.0%
d1_glucose_min
MISSING:
8,243
(6%)
681
(7%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
glucose_apache
0.48
h1_glucose_min
0.42
d1_glucose_max
0.38
h1_glucose_max
0.37
bmi
0.13
weight
0.13
h1_mbp_invasive_min
0.12
h1_sysbp_invasive_min
0.12
h1_hematocrit_min
0.12
h1_arterial_po2_max
-0.12
h1_platelets_min
0.11
h1_platelets_max
0.11
d1_wbc_min
0.11
d1_hematocrit_min
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
0.16
ventilated_apache
0.05
hospital_admit_source
0.04
icu_type
0.04
gender
0.03
arf_apache
0.03
icu_admit_source
0.03
ethnicity
0.03
intubated_apache
0.02
apache_post_operative
0.02
gcs_verbal_apache
0.02
elective_surgery
0.02
solid_tumor_with_metastasis
0.01
immunosuppression
0.01
MOST FREQUENT VALUES
97.0
1,919
1.6%
150
1.6%
96.0
1,893
1.6%
153
1.6%
98.0
1,870
1.5%
138
1.4%
92.0
1,857
1.5%
128
1.3%
95.0
1,853
1.5%
142
1.5%
100.0
1,843
1.5%
143
1.5%
104.0
1,821
1.5%
141
1.5%
102.0
1,813
1.5%
149
1.6%
103.0
1,783
1.5%
142
1.5%
101.0
1,766
1.4%
149
1.6%
93.0
1,754
1.4%
156
1.6%
105.0
1,748
1.4%
143
1.5%
106.0
1,746
1.4%
135
1.4%
99.0
1,742
1.4%
158
1.7%
94.0
1,740
1.4%
136
1.4%
SMALLEST VALUES
33.0
657
0.5%
2
0.0%
34.0
54
0.0%
3
0.0%
35.0
50
0.0%
3
0.0%
36.0
67
0.1%
5
0.1%
37.0
49
0.0%
3
0.0%
38.0
72
0.1%
4
0.0%
39.0
65
0.1%
4
0.0%
40.0
80
0.1%
7
0.1%
41.0
82
0.1%
6
0.1%
42.0
104
0.1%
4
0.0%
43.0
89
0.1%
7
0.1%
44.0
90
0.1%
11
0.1%
45.0
94
0.1%
8
0.1%
46.0
99
0.1%
7
0.1%
47.0
121
0.1%
11
0.1%
LARGEST VALUES
288.0
607
0.5%
1
0.0%
287.0
13
0.0%
0
0.0%
286.0
14
0.0%
1
0.0%
285.0
15
0.0%
2
0.0%
284.0
9
0.0%
1
0.0%
283.0
16
0.0%
1
0.0%
282.0
18
0.0%
1
0.0%
281.0
25
0.0%
0
0.0%
280.0
13
0.0%
1
0.0%
279.0
16
0.0%
0
0.0%
278.0
14
0.0%
3
0.0%
277.0
15
0.0%
5
0.1%
276.0
18
0.0%
1
0.0%
275.0
23
0.0%
2
0.0%
274.0
22
0.0%
1
0.0%
d1_hco3_max
MISSING:
20,047
(15%)
1,594
(16%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_hco3_min
0.82
h1_hco3_max
0.77
h1_hco3_min
0.77
d1_arterial_pco2_min
0.58
paco2_apache
0.53
paco2_for_ph_apache
0.53
d1_arterial_pco2_max
0.49
h1_arterial_pco2_min
0.47
h1_arterial_pco2_max
0.46
ph_apache
0.29
d1_calcium_min
0.28
d1_arterial_ph_max
0.27
d1_lactate_min
-0.27
d1_calcium_max
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ethnicity
0.10
hospital_admit_source
0.10
ventilated_apache
0.09
icu_type
0.08
gcs_verbal_apache
0.04
gcs_eyes_apache
0.04
intubated_apache
0.04
gender
0.04
icu_admit_source
0.04
gcs_motor_apache
0.03
icu_stay_type
0.02
diabetes_mellitus
0.02
solid_tumor_with_metastasis
0.01
gcs_unable_apache
0.01
MOST FREQUENT VALUES
24.0
11,912
10.8%
929
10.8%
25.0
11,754
10.7%
884
10.2%
23.0
10,836
9.8%
788
9.1%
26.0
10,693
9.7%
817
9.5%
22.0
8,883
8.1%
666
7.7%
27.0
8,633
7.8%
691
8.0%
21.0
6,861
6.2%
523
6.1%
28.0
6,507
5.9%
505
5.8%
20.0
5,153
4.7%
361
4.2%
29.0
4,399
4.0%
348
4.0%
19.0
3,704
3.4%
268
3.1%
30.0
3,157
2.9%
249
2.9%
18.0
2,628
2.4%
192
2.2%
31.0
2,111
1.9%
199
2.3%
17.0
1,772
1.6%
135
1.6%
SMALLEST VALUES
12.0
849
0.8%
69
0.8%
12.1
1
0.0%
0
0.0%
12.4
1
0.0%
1
0.0%
12.7
2
0.0%
0
0.0%
13.0
362
0.3%
19
0.2%
13.1
1
0.0%
0
0.0%
13.2
1
0.0%
0
0.0%
13.3
1
0.0%
0
0.0%
13.4
1
0.0%
0
0.0%
13.6
1
0.0%
1
0.0%
13.8
1
0.0%
0
0.0%
13.9
1
0.0%
0
0.0%
14.0
527
0.5%
52
0.6%
14.2
3
0.0%
0
0.0%
14.3
2
0.0%
0
0.0%
LARGEST VALUES
40.0
522
0.5%
34
0.4%
39.3
1
0.0%
0
0.0%
39.0
235
0.2%
18
0.2%
38.9
1
0.0%
0
0.0%
38.7
1
0.0%
0
0.0%
38.5
1
0.0%
0
0.0%
38.4
1
0.0%
0
0.0%
38.0
292
0.3%
14
0.2%
37.8
1
0.0%
0
0.0%
37.7
1
0.0%
0
0.0%
37.5
1
0.0%
0
0.0%
37.2
1
0.0%
0
0.0%
37.1
3
0.0%
0
0.0%
37.0
353
0.3%
27
0.3%
36.9
1
0.0%
1
0.0%
d1_hco3_min
MISSING:
20,047
(15%)
1,594
(16%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hco3_min
0.92
h1_hco3_max
0.91
d1_hco3_max
0.82
d1_arterial_pco2_min
0.61
paco2_apache
0.52
paco2_for_ph_apache
0.52
h1_arterial_pco2_min
0.48
h1_arterial_pco2_max
0.46
d1_arterial_pco2_max
0.45
d1_lactate_max
-0.40
h1_lactate_min
-0.38
h1_lactate_max
-0.38
d1_calcium_min
0.37
d1_arterial_ph_min
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ethnicity
0.10
hospital_admit_source
0.09
icu_type
0.09
ventilated_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
gender
0.04
icu_admit_source
0.03
gcs_verbal_apache
0.03
gcs_unable_apache
0.02
icu_stay_type
0.02
solid_tumor_with_metastasis
0.01
arf_apache
0.01
cirrhosis
0.01
MOST FREQUENT VALUES
23.0
10,945
9.9%
785
9.1%
24.0
10,858
9.9%
852
9.9%
25.0
10,117
9.2%
780
9.0%
22.0
9,554
8.7%
743
8.6%
26.0
8,712
7.9%
679
7.9%
21.0
7,894
7.2%
580
6.7%
27.0
6,851
6.2%
559
6.5%
20.0
6,362
5.8%
463
5.4%
28.0
5,089
4.6%
407
4.7%
19.0
4,712
4.3%
337
3.9%
18.0
3,719
3.4%
282
3.3%
29.0
3,424
3.1%
263
3.0%
17.0
2,772
2.5%
216
2.5%
30.0
2,436
2.2%
214
2.5%
16.0
2,150
2.0%
146
1.7%
SMALLEST VALUES
7.0
897
0.8%
77
0.9%
7.4
1
0.0%
0
0.0%
7.7
1
0.0%
0
0.0%
7.8
1
0.0%
1
0.0%
7.9
1
0.0%
0
0.0%
8.0
320
0.3%
18
0.2%
8.2
2
0.0%
0
0.0%
8.4
1
0.0%
1
0.0%
8.5
1
0.0%
0
0.0%
8.6
1
0.0%
0
0.0%
8.7
1
0.0%
0
0.0%
9.0
331
0.3%
28
0.3%
9.1
3
0.0%
0
0.0%
9.3
1
0.0%
0
0.0%
9.5
1
0.0%
0
0.0%
LARGEST VALUES
39.0
524
0.5%
36
0.4%
38.7
1
0.0%
0
0.0%
38.5
1
0.0%
0
0.0%
38.2
1
0.0%
0
0.0%
38.1
1
0.0%
0
0.0%
38.0
242
0.2%
16
0.2%
37.8
1
0.0%
0
0.0%
37.7
1
0.0%
0
0.0%
37.6
1
0.0%
0
0.0%
37.5
1
0.0%
0
0.0%
37.1
3
0.0%
0
0.0%
37.0
286
0.3%
22
0.3%
36.9
2
0.0%
1
0.0%
36.8
1
0.0%
0
0.0%
36.7
1
0.0%
0
0.0%
d1_hemaglobin_max
MISSING:
16,232
(12%)
1,249
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_hematocrit_max
0.96
h1_hemaglobin_max
0.92
h1_hemaglobin_min
0.90
d1_hemaglobin_min
0.89
h1_hematocrit_max
0.89
hematocrit_apache
0.87
h1_hematocrit_min
0.87
d1_hematocrit_min
0.87
d1_albumin_max
0.41
h1_albumin_max
0.41
h1_albumin_min
0.41
d1_albumin_min
0.39
albumin_apache
0.39
h1_diasbp_min
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.10
intubated_apache
0.09
ventilated_apache
0.09
hospital_admit_source
0.08
gcs_verbal_apache
0.07
icu_admit_source
0.07
gcs_eyes_apache
0.06
gcs_motor_apache
0.05
icu_type
0.05
apache_post_operative
0.05
ethnicity
0.05
arf_apache
0.04
elective_surgery
0.04
immunosuppression
0.03
MOST FREQUENT VALUES
11.6
2,047
1.8%
174
1.9%
10.9
2,019
1.8%
156
1.7%
11.3
1,936
1.7%
162
1.8%
11.9
1,929
1.7%
170
1.9%
11.2
1,926
1.7%
167
1.9%
11.7
1,905
1.7%
164
1.8%
11.5
1,892
1.7%
158
1.8%
11.8
1,886
1.7%
157
1.7%
12.2
1,866
1.6%
139
1.5%
11.1
1,862
1.6%
151
1.7%
10.4
1,855
1.6%
151
1.7%
12.1
1,853
1.6%
148
1.6%
12.3
1,847
1.6%
155
1.7%
11.4
1,837
1.6%
143
1.6%
10.6
1,837
1.6%
129
1.4%
SMALLEST VALUES
6.8
740
0.6%
0
0.0%
6.9
96
0.1%
0
0.0%
7.0
198
0.2%
61
0.7%
7.1
220
0.2%
12
0.1%
7.2
284
0.2%
22
0.2%
7.3
358
0.3%
14
0.2%
7.4
364
0.3%
23
0.3%
7.5
405
0.4%
33
0.4%
7.6
469
0.4%
23
0.3%
7.7
504
0.4%
31
0.3%
7.8
599
0.5%
31
0.3%
7.9
675
0.6%
46
0.5%
8.0
722
0.6%
53
0.6%
8.1
890
0.8%
58
0.6%
8.2
924
0.8%
73
0.8%
LARGEST VALUES
17.2
559
0.5%
0
0.0%
17.1
86
0.1%
0
0.0%
17.0
63
0.1%
42
0.5%
16.9
83
0.1%
9
0.1%
16.8
106
0.1%
5
0.1%
16.7
133
0.1%
12
0.1%
16.6
110
0.1%
10
0.1%
16.5
140
0.1%
7
0.1%
16.4
143
0.1%
10
0.1%
16.3
186
0.2%
15
0.2%
16.2
177
0.2%
17
0.2%
16.1
201
0.2%
14
0.2%
16.0
273
0.2%
18
0.2%
15.9
259
0.2%
19
0.2%
15.8
287
0.3%
22
0.2%
d1_hemaglobin_min
MISSING:
16,232
(12%)
1,249
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_hematocrit_min
0.96
hematocrit_apache
0.95
d1_hemaglobin_max
0.89
h1_hemaglobin_min
0.89
d1_hematocrit_max
0.88
h1_hemaglobin_max
0.87
h1_hematocrit_min
0.87
h1_hematocrit_max
0.86
h1_albumin_max
0.46
h1_albumin_min
0.46
d1_albumin_min
0.43
albumin_apache
0.42
d1_albumin_max
0.41
h1_diasbp_min
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.10
hospital_admit_source
0.06
ethnicity
0.05
icu_admit_source
0.05
icu_type
0.05
arf_apache
0.04
intubated_apache
0.04
ventilated_apache
0.04
gcs_verbal_apache
0.04
gcs_eyes_apache
0.03
immunosuppression
0.03
hepatic_failure
0.03
gcs_motor_apache
0.03
leukemia
0.03
MOST FREQUENT VALUES
10.9
1,854
1.6%
128
1.4%
11.6
1,806
1.6%
148
1.6%
11.1
1,805
1.6%
136
1.5%
11.3
1,769
1.6%
173
1.9%
11.2
1,762
1.5%
141
1.6%
11.5
1,744
1.5%
120
1.3%
12.1
1,736
1.5%
138
1.5%
11.4
1,730
1.5%
121
1.3%
11.8
1,729
1.5%
142
1.6%
11.7
1,726
1.5%
140
1.6%
11.9
1,717
1.5%
157
1.7%
10.7
1,710
1.5%
137
1.5%
11.0
1,710
1.5%
137
1.5%
10.2
1,706
1.5%
146
1.6%
10.8
1,694
1.5%
140
1.6%
SMALLEST VALUES
5.3
704
0.6%
0
0.0%
5.4
96
0.1%
58
0.6%
5.5
96
0.1%
4
0.0%
5.6
125
0.1%
6
0.1%
5.7
118
0.1%
7
0.1%
5.8
142
0.1%
14
0.2%
5.9
156
0.1%
10
0.1%
6.0
178
0.2%
10
0.1%
6.1
223
0.2%
19
0.2%
6.2
228
0.2%
11
0.1%
6.3
262
0.2%
22
0.2%
6.4
327
0.3%
24
0.3%
6.5
376
0.3%
23
0.3%
6.6
382
0.3%
27
0.3%
6.7
465
0.4%
26
0.3%
LARGEST VALUES
16.7
537
0.5%
0
0.0%
16.6
75
0.1%
43
0.5%
16.5
80
0.1%
5
0.1%
16.4
101
0.1%
7
0.1%
16.3
118
0.1%
7
0.1%
16.2
103
0.1%
10
0.1%
16.1
145
0.1%
8
0.1%
16.0
168
0.1%
9
0.1%
15.9
184
0.2%
11
0.1%
15.8
203
0.2%
18
0.2%
15.7
232
0.2%
16
0.2%
15.6
226
0.2%
19
0.2%
15.5
286
0.3%
27
0.3%
15.4
289
0.3%
22
0.2%
15.3
352
0.3%
19
0.2%
d1_hematocrit_max
MISSING:
15,588
(12%)
1,229
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_hemaglobin_max
0.96
h1_hematocrit_max
0.93
h1_hematocrit_min
0.91
hematocrit_apache
0.91
d1_hematocrit_min
0.90
h1_hemaglobin_max
0.90
d1_hemaglobin_min
0.88
h1_hemaglobin_min
0.88
h1_albumin_max
0.41
h1_albumin_min
0.40
d1_albumin_max
0.40
d1_albumin_min
0.38
albumin_apache
0.38
h1_diasbp_min
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.10
intubated_apache
0.10
gender
0.09
hospital_admit_source
0.08
gcs_verbal_apache
0.07
gcs_eyes_apache
0.06
icu_admit_source
0.06
gcs_motor_apache
0.06
icu_type
0.05
apache_post_operative
0.05
ethnicity
0.04
arf_apache
0.04
elective_surgery
0.04
immunosuppression
0.03
MOST FREQUENT VALUES
35.0
1,178
1.0%
87
1.0%
36.0
1,144
1.0%
97
1.1%
33.0
1,112
1.0%
103
1.1%
38.0
1,098
1.0%
103
1.1%
34.0
1,057
0.9%
104
1.2%
37.0
1,052
0.9%
105
1.2%
32.0
1,050
0.9%
100
1.1%
31.0
1,008
0.9%
83
0.9%
39.0
998
0.9%
83
0.9%
30.0
943
0.8%
95
1.1%
40.0
882
0.8%
75
0.8%
29.0
867
0.8%
71
0.8%
28.0
796
0.7%
80
0.9%
41.0
744
0.6%
69
0.8%
34.8
684
0.6%
44
0.5%
SMALLEST VALUES
20.4
610
0.5%
0
0.0%
20.5
25
0.0%
0
0.0%
20.6
30
0.0%
0
0.0%
20.7
41
0.0%
0
0.0%
20.8
37
0.0%
0
0.0%
20.9
44
0.0%
47
0.5%
21.0
67
0.1%
4
0.0%
21.1
46
0.0%
2
0.0%
21.2
54
0.0%
4
0.0%
21.3
66
0.1%
4
0.0%
21.4
59
0.1%
2
0.0%
21.5
63
0.1%
4
0.0%
21.6
54
0.0%
3
0.0%
21.7
62
0.1%
9
0.1%
21.8
77
0.1%
3
0.0%
LARGEST VALUES
51.5
556
0.5%
0
0.0%
51.4
19
0.0%
0
0.0%
51.3
27
0.0%
0
0.0%
51.2
23
0.0%
0
0.0%
51.1
23
0.0%
0
0.0%
51.0
42
0.0%
0
0.0%
50.9
17
0.0%
0
0.0%
50.8
24
0.0%
0
0.0%
50.7
18
0.0%
0
0.0%
50.6
24
0.0%
0
0.0%
50.5
26
0.0%
0
0.0%
50.4
21
0.0%
1
0.0%
50.3
26
0.0%
1
0.0%
50.2
28
0.0%
2
0.0%
50.1
32
0.0%
2
0.0%
d1_hematocrit_min
MISSING:
15,588
(12%)
1,229
(12%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hematocrit_apache
0.97
d1_hemaglobin_min
0.96
d1_hematocrit_max
0.90
h1_hematocrit_min
0.89
h1_hematocrit_max
0.87
d1_hemaglobin_max
0.87
h1_hemaglobin_min
0.86
h1_hemaglobin_max
0.85
h1_albumin_max
0.45
h1_albumin_min
0.45
d1_albumin_min
0.42
albumin_apache
0.41
d1_albumin_max
0.40
d1_calcium_min
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gender
0.08
hospital_admit_source
0.06
ventilated_apache
0.05
intubated_apache
0.05
icu_admit_source
0.04
gcs_verbal_apache
0.04
ethnicity
0.04
arf_apache
0.04
icu_type
0.04
gcs_eyes_apache
0.03
hepatic_failure
0.03
gcs_motor_apache
0.03
immunosuppression
0.03
leukemia
0.03
MOST FREQUENT VALUES
34.0
1,057
0.9%
103
1.1%
35.0
1,057
0.9%
71
0.8%
36.0
1,050
0.9%
89
1.0%
32.0
1,011
0.9%
106
1.2%
33.0
1,002
0.9%
86
1.0%
31.0
987
0.9%
83
0.9%
30.0
945
0.8%
72
0.8%
28.0
938
0.8%
88
1.0%
29.0
935
0.8%
71
0.8%
38.0
918
0.8%
81
0.9%
37.0
911
0.8%
89
1.0%
39.0
844
0.7%
72
0.8%
26.0
819
0.7%
83
0.9%
27.0
810
0.7%
83
0.9%
25.0
730
0.6%
62
0.7%
SMALLEST VALUES
16.1
637
0.6%
0
0.0%
16.2
31
0.0%
1
0.0%
16.3
25
0.0%
2
0.0%
16.4
35
0.0%
2
0.0%
16.5
34
0.0%
1
0.0%
16.6
16
0.0%
0
0.0%
16.7
31
0.0%
1
0.0%
16.8
31
0.0%
2
0.0%
16.9
25
0.0%
1
0.0%
17.0
81
0.1%
6
0.1%
17.1
32
0.0%
4
0.0%
17.2
34
0.0%
1
0.0%
17.3
37
0.0%
1
0.0%
17.4
44
0.0%
2
0.0%
17.5
38
0.0%
4
0.0%
LARGEST VALUES
50.0
562
0.5%
0
0.0%
49.9
20
0.0%
0
0.0%
49.8
28
0.0%
0
0.0%
49.7
22
0.0%
0
0.0%
49.6
19
0.0%
40
0.4%
49.5
23
0.0%
2
0.0%
49.4
24
0.0%
0
0.0%
49.3
15
0.0%
0
0.0%
49.2
25
0.0%
3
0.0%
49.1
17
0.0%
2
0.0%
49.0
46
0.0%
5
0.1%
48.9
24
0.0%
0
0.0%
48.8
32
0.0%
2
0.0%
48.7
39
0.0%
3
0.0%
48.6
38
0.0%
1
0.0%
d1_inr_max
MISSING:
81,213
(62%)
6,036
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_inr_max
1.00
d1_inr_min
0.89
h1_inr_min
0.89
d1_lactate_min
0.31
d1_lactate_max
0.31
h1_lactate_min
0.30
h1_lactate_max
0.29
d1_bun_min
0.22
d1_bun_max
0.22
bun_apache
0.22
h1_bilirubin_max
0.21
h1_bilirubin_min
0.21
h1_bun_max
0.21
h1_bun_min
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.16
intubated_apache
0.15
gcs_verbal_apache
0.13
gcs_motor_apache
0.12
gcs_eyes_apache
0.12
hospital_admit_source
0.11
cirrhosis
0.08
icu_admit_source
0.08
hepatic_failure
0.08
icu_type
0.07
gender
0.03
ethnicity
0.03
arf_apache
0.03
gcs_unable_apache
0.03
MOST FREQUENT VALUES
1.1
7,295
14.9%
588
14.0%
1.2
6,097
12.5%
462
11.0%
1.0
4,932
10.1%
441
10.5%
1.3
4,155
8.5%
349
8.3%
1.4
3,258
6.7%
279
6.6%
1.5
2,084
4.3%
172
4.1%
1.6
1,620
3.3%
135
3.2%
1.7
1,112
2.3%
78
1.9%
1.8
911
1.9%
79
1.9%
0.9
792
1.6%
77
1.8%
1.9
723
1.5%
52
1.2%
2.0
571
1.2%
51
1.2%
2.1
503
1.0%
48
1.1%
2.2
430
0.9%
40
1.0%
2.3
366
0.7%
32
0.8%
SMALLEST VALUES
0.9
792
1.6%
77
1.8%
0.91
23
0.0%
9
0.2%
0.92
37
0.1%
6
0.1%
0.93
51
0.1%
1
0.0%
0.94
41
0.1%
6
0.1%
0.95
61
0.1%
9
0.2%
0.96
70
0.1%
6
0.1%
0.97
101
0.2%
9
0.2%
0.98
102
0.2%
15
0.4%
0.99
109
0.2%
8
0.2%
1.0
4,932
10.1%
441
10.5%
1.01
135
0.3%
14
0.3%
1.02
135
0.3%
15
0.4%
1.03
179
0.4%
21
0.5%
1.04
193
0.4%
13
0.3%
LARGEST VALUES
7.756
245
0.5%
0
0.0%
7.7
9
0.0%
1
0.0%
7.69
1
0.0%
0
0.0%
7.66
1
0.0%
0
0.0%
7.64
1
0.0%
0
0.0%
7.63
1
0.0%
0
0.0%
7.6
9
0.0%
0
0.0%
7.56
1
0.0%
0
0.0%
7.51
1
0.0%
1
0.0%
7.5
10
0.0%
0
0.0%
7.44
1
0.0%
0
0.0%
7.4
17
0.0%
4
0.1%
7.35
2
0.0%
0
0.0%
7.34
1
0.0%
0
0.0%
7.31
1
0.0%
0
0.0%
d1_inr_min
MISSING:
81,213
(62%)
6,036
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_inr_min
1.00
d1_inr_max
0.89
h1_inr_max
0.89
d1_lactate_min
0.28
h1_lactate_min
0.26
d1_lactate_max
0.25
h1_lactate_max
0.25
d1_bun_min
0.23
h1_bun_max
0.23
h1_bun_min
0.23
bun_apache
0.22
d1_bun_max
0.22
h1_bilirubin_max
0.21
h1_bilirubin_min
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.16
intubated_apache
0.15
gcs_verbal_apache
0.12
hospital_admit_source
0.12
gcs_motor_apache
0.12
gcs_eyes_apache
0.11
cirrhosis
0.08
icu_admit_source
0.08
hepatic_failure
0.08
icu_type
0.07
gender
0.04
ethnicity
0.03
arf_apache
0.03
gcs_unable_apache
0.03
MOST FREQUENT VALUES
1.1
8,072
16.5%
671
16.0%
1.2
6,391
13.1%
494
11.8%
1.0
5,777
11.8%
513
12.2%
1.3
4,231
8.6%
336
8.0%
1.4
3,080
6.3%
276
6.6%
1.5
1,890
3.9%
147
3.5%
1.6
1,427
2.9%
121
2.9%
0.9
1,040
2.1%
95
2.3%
1.7
974
2.0%
79
1.9%
1.8
788
1.6%
67
1.6%
1.9
609
1.2%
37
0.9%
2.0
500
1.0%
38
0.9%
2.1
434
0.9%
45
1.1%
2.2
387
0.8%
31
0.7%
2.3
323
0.7%
32
0.8%
SMALLEST VALUES
0.9
1,040
2.1%
95
2.3%
0.91
24
0.0%
10
0.2%
0.92
44
0.1%
8
0.2%
0.93
59
0.1%
1
0.0%
0.94
49
0.1%
5
0.1%
0.95
74
0.2%
12
0.3%
0.96
83
0.2%
9
0.2%
0.97
123
0.3%
11
0.3%
0.98
113
0.2%
17
0.4%
0.99
117
0.2%
8
0.2%
1.0
5,777
11.8%
513
12.2%
1.01
153
0.3%
15
0.4%
1.02
159
0.3%
20
0.5%
1.03
191
0.4%
23
0.5%
1.04
211
0.4%
18
0.4%
LARGEST VALUES
6.127000000000001
245
0.5%
0
0.0%
6.12
2
0.0%
0
0.0%
6.1
14
0.0%
0
0.0%
6.09
1
0.0%
0
0.0%
6.05
1
0.0%
0
0.0%
6.0
15
0.0%
20
0.5%
5.93
1
0.0%
0
0.0%
5.92
2
0.0%
0
0.0%
5.9
17
0.0%
1
0.0%
5.88
2
0.0%
0
0.0%
5.85
1
0.0%
0
0.0%
5.82
1
0.0%
0
0.0%
5.8
10
0.0%
2
0.0%
5.74
1
0.0%
0
0.0%
5.73
1
0.0%
0
0.0%
d1_lactate_max
MISSING:
95,503
(73%)
7,789
(76%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_lactate_max
0.93
h1_lactate_min
0.92
d1_lactate_min
0.82
d1_arterial_ph_min
-0.48
d1_hco3_min
-0.40
h1_arterial_ph_min
-0.39
ph_apache
-0.39
h1_arterial_ph_max
-0.37
h1_hco3_min
-0.33
h1_hco3_max
-0.32
d1_inr_max
0.31
h1_inr_max
0.31
d1_sysbp_invasive_min
-0.29
d1_temp_min
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_motor_apache
0.26
gcs_eyes_apache
0.25
gcs_verbal_apache
0.24
ventilated_apache
0.22
intubated_apache
0.21
icu_type
0.08
elective_surgery
0.08
icu_admit_source
0.08
hospital_admit_source
0.08
cirrhosis
0.07
apache_post_operative
0.07
hepatic_failure
0.06
icu_stay_type
0.04
ethnicity
0.03
MOST FREQUENT VALUES
1.0
1,484
4.3%
109
4.5%
1.2
1,434
4.1%
98
4.0%
1.1
1,416
4.1%
101
4.1%
0.9
1,356
3.9%
95
3.9%
1.3
1,295
3.7%
84
3.4%
1.4
1,286
3.7%
79
3.2%
0.8
1,232
3.6%
88
3.6%
1.5
1,168
3.4%
92
3.8%
1.6
1,166
3.4%
97
4.0%
1.7
1,086
3.1%
82
3.4%
1.8
1,018
2.9%
63
2.6%
1.9
978
2.8%
62
2.5%
0.7
920
2.7%
63
2.6%
2.0
872
2.5%
67
2.7%
2.1
774
2.2%
63
2.6%
SMALLEST VALUES
0.4
229
0.7%
0
0.0%
0.41
1
0.0%
0
0.0%
0.42
2
0.0%
0
0.0%
0.43
1
0.0%
0
0.0%
0.44
2
0.0%
0
0.0%
0.45
1
0.0%
0
0.0%
0.46
2
0.0%
0
0.0%
0.47
5
0.0%
0
0.0%
0.48
1
0.0%
0
0.0%
0.49
4
0.0%
0
0.0%
0.5
356
1.0%
25
1.0%
0.52
4
0.0%
0
0.0%
0.53
3
0.0%
0
0.0%
0.54
5
0.0%
0
0.0%
0.55
2
0.0%
0
0.0%
LARGEST VALUES
19.8
170
0.5%
1
0.0%
19.75
1
0.0%
0
0.0%
19.7
4
0.0%
0
0.0%
19.6
6
0.0%
0
0.0%
19.5
1
0.0%
0
0.0%
19.4
6
0.0%
1
0.0%
19.32
1
0.0%
0
0.0%
19.3
3
0.0%
0
0.0%
19.2
4
0.0%
0
0.0%
19.1
4
0.0%
0
0.0%
19.02
1
0.0%
0
0.0%
19.0
9
0.0%
2
0.1%
18.9
8
0.0%
1
0.0%
18.8
4
0.0%
0
0.0%
18.79
1
0.0%
0
0.0%
d1_lactate_min
MISSING:
95,503
(73%)
7,789
(76%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_lactate_max
0.82
h1_lactate_min
0.79
h1_lactate_max
0.78
d1_arterial_ph_min
-0.42
ph_apache
-0.37
d1_hco3_min
-0.35
h1_arterial_ph_min
-0.34
h1_arterial_ph_max
-0.32
d1_inr_max
0.31
h1_inr_max
0.31
d1_sysbp_invasive_min
-0.30
d1_inr_min
0.28
h1_inr_min
0.28
h1_hco3_min
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_motor_apache
0.25
gcs_eyes_apache
0.23
gcs_verbal_apache
0.22
ventilated_apache
0.21
intubated_apache
0.19
elective_surgery
0.09
icu_type
0.09
icu_admit_source
0.09
hospital_admit_source
0.08
apache_post_operative
0.08
cirrhosis
0.07
hepatic_failure
0.07
icu_stay_type
0.04
ethnicity
0.03
MOST FREQUENT VALUES
1.0
1,975
5.7%
123
5.0%
0.9
1,871
5.4%
134
5.5%
1.1
1,851
5.3%
125
5.1%
1.2
1,813
5.2%
126
5.2%
0.8
1,729
5.0%
134
5.5%
1.3
1,609
4.6%
117
4.8%
1.4
1,565
4.5%
106
4.3%
1.5
1,424
4.1%
109
4.5%
0.7
1,371
4.0%
102
4.2%
1.6
1,352
3.9%
105
4.3%
1.7
1,253
3.6%
91
3.7%
1.8
1,199
3.5%
76
3.1%
1.9
1,082
3.1%
70
2.9%
0.6
1,042
3.0%
96
3.9%
2.0
937
2.7%
61
2.5%
SMALLEST VALUES
0.4
392
1.1%
26
1.1%
0.41
2
0.0%
0
0.0%
0.42
3
0.0%
0
0.0%
0.43
1
0.0%
1
0.0%
0.44
2
0.0%
0
0.0%
0.45
3
0.0%
0
0.0%
0.46
5
0.0%
1
0.0%
0.47
6
0.0%
0
0.0%
0.48
1
0.0%
0
0.0%
0.49
4
0.0%
0
0.0%
0.5
588
1.7%
46
1.9%
0.51
6
0.0%
0
0.0%
0.52
6
0.0%
0
0.0%
0.53
8
0.0%
0
0.0%
0.54
7
0.0%
0
0.0%
LARGEST VALUES
15.1
172
0.5%
2
0.1%
15.0
5
0.0%
1
0.0%
14.91
1
0.0%
0
0.0%
14.9
4
0.0%
1
0.0%
14.83
1
0.0%
0
0.0%
14.8
7
0.0%
1
0.0%
14.7
6
0.0%
0
0.0%
14.6
6
0.0%
0
0.0%
14.56
1
0.0%
0
0.0%
14.5
5
0.0%
1
0.0%
14.4
10
0.0%
0
0.0%
14.37
1
0.0%
0
0.0%
14.34
1
0.0%
0
0.0%
14.3
3
0.0%
1
0.0%
14.26
1
0.0%
0
0.0%
d1_platelets_max
MISSING:
18,557
(14%)
1,397
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_platelets_max
0.98
h1_platelets_min
0.98
d1_platelets_min
0.96
d1_wbc_min
0.27
wbc_apache
0.26
h1_wbc_min
0.26
h1_wbc_max
0.25
d1_wbc_max
0.25
bilirubin_apache
-0.18
d1_bilirubin_max
-0.18
d1_bilirubin_min
-0.18
h1_bilirubin_max
-0.17
h1_bilirubin_min
-0.17
d1_calcium_max
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cirrhosis
0.08
gender
0.08
hospital_admit_source
0.06
hepatic_failure
0.06
gcs_verbal_apache
0.05
leukemia
0.04
ventilated_apache
0.04
icu_admit_source
0.04
icu_type
0.03
intubated_apache
0.03
gcs_motor_apache
0.03
gcs_eyes_apache
0.03
ethnicity
0.03
immunosuppression
0.03
MOST FREQUENT VALUES
182.0
654
0.6%
49
0.6%
175.0
653
0.6%
43
0.5%
173.0
650
0.6%
49
0.6%
168.0
638
0.6%
41
0.5%
176.0
636
0.6%
46
0.5%
186.0
631
0.6%
59
0.7%
196.0
626
0.6%
43
0.5%
183.0
623
0.6%
44
0.5%
171.0
622
0.6%
54
0.6%
174.0
622
0.6%
40
0.5%
179.0
622
0.6%
45
0.5%
185.0
619
0.6%
58
0.7%
177.0
615
0.6%
50
0.6%
199.0
614
0.6%
45
0.5%
157.0
613
0.5%
49
0.6%
SMALLEST VALUES
27.0
586
0.5%
48
0.5%
28.0
27
0.0%
1
0.0%
29.0
42
0.0%
4
0.0%
30.0
40
0.0%
3
0.0%
31.0
49
0.0%
4
0.0%
32.0
47
0.0%
2
0.0%
33.0
61
0.1%
3
0.0%
34.0
44
0.0%
2
0.0%
35.0
49
0.0%
5
0.1%
36.0
70
0.1%
4
0.0%
37.0
60
0.1%
10
0.1%
38.0
62
0.1%
4
0.0%
39.0
41
0.0%
6
0.1%
40.0
54
0.0%
6
0.1%
41.0
64
0.1%
3
0.0%
LARGEST VALUES
585.0
558
0.5%
0
0.0%
584.0
5
0.0%
0
0.0%
583.0
4
0.0%
0
0.0%
582.0
7
0.0%
0
0.0%
581.0
3
0.0%
0
0.0%
580.0
3
0.0%
0
0.0%
579.0
5
0.0%
0
0.0%
578.0
7
0.0%
0
0.0%
577.0
4
0.0%
0
0.0%
576.0
5
0.0%
0
0.0%
575.0
5
0.0%
0
0.0%
574.0
11
0.0%
0
0.0%
573.0
3
0.0%
0
0.0%
572.0
6
0.0%
0
0.0%
571.0
8
0.0%
0
0.0%
d1_platelets_min
MISSING:
18,557
(14%)
1,397
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_platelets_max
0.96
h1_platelets_min
0.94
h1_platelets_max
0.94
d1_wbc_min
0.27
wbc_apache
0.21
d1_bilirubin_max
-0.19
bilirubin_apache
-0.19
d1_calcium_min
0.19
h1_wbc_min
0.19
h1_mbp_invasive_min
0.18
d1_bilirubin_min
-0.18
d1_wbc_max
0.18
h1_wbc_max
0.18
h1_bilirubin_max
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cirrhosis
0.08
gender
0.08
hepatic_failure
0.07
hospital_admit_source
0.06
icu_type
0.05
leukemia
0.05
gcs_motor_apache
0.04
icu_admit_source
0.04
gcs_eyes_apache
0.03
gcs_verbal_apache
0.03
ethnicity
0.03
elective_surgery
0.03
immunosuppression
0.03
diabetes_mellitus
0.03
MOST FREQUENT VALUES
168.0
651
0.6%
55
0.6%
170.0
635
0.6%
38
0.4%
173.0
634
0.6%
47
0.5%
186.0
628
0.6%
54
0.6%
157.0
624
0.6%
45
0.5%
176.0
622
0.6%
55
0.6%
174.0
620
0.6%
37
0.4%
177.0
615
0.6%
51
0.6%
182.0
614
0.6%
54
0.6%
171.0
610
0.5%
53
0.6%
183.0
609
0.5%
43
0.5%
163.0
609
0.5%
58
0.7%
190.0
607
0.5%
41
0.5%
154.0
605
0.5%
55
0.6%
161.0
603
0.5%
41
0.5%
SMALLEST VALUES
18.55
555
0.5%
0
0.0%
19.0
44
0.0%
1
0.0%
20.0
56
0.1%
6
0.1%
21.0
60
0.1%
5
0.1%
22.0
57
0.1%
6
0.1%
23.0
44
0.0%
1
0.0%
24.0
49
0.0%
5
0.1%
25.0
64
0.1%
4
0.0%
26.0
54
0.0%
2
0.0%
27.0
69
0.1%
5
0.1%
28.0
43
0.0%
2
0.0%
29.0
56
0.1%
5
0.1%
30.0
49
0.0%
5
0.1%
31.0
81
0.1%
4
0.0%
32.0
74
0.1%
5
0.1%
LARGEST VALUES
557.45
560
0.5%
0
0.0%
557.0
6
0.0%
0
0.0%
556.0
4
0.0%
0
0.0%
555.0
9
0.0%
0
0.0%
554.0
4
0.0%
0
0.0%
553.0
1
0.0%
0
0.0%
552.0
5
0.0%
0
0.0%
551.0
3
0.0%
0
0.0%
550.0
7
0.0%
0
0.0%
549.0
5
0.0%
0
0.0%
548.0
4
0.0%
0
0.0%
547.0
7
0.0%
0
0.0%
546.0
7
0.0%
0
0.0%
545.0
9
0.0%
0
0.0%
544.0
5
0.0%
0
0.0%
d1_potassium_max
MISSING:
12,546
(10%)
970
(9%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_potassium_max
0.76
h1_potassium_min
0.74
d1_potassium_min
0.64
d1_arterial_ph_min
-0.36
d1_bun_max
0.35
bun_apache
0.34
h1_creatinine_max
0.34
h1_creatinine_min
0.34
d1_creatinine_max
0.33
h1_bun_max
0.33
h1_bun_min
0.33
creatinine_apache
0.33
ph_apache
-0.31
d1_bun_min
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.17
intubated_apache
0.15
icu_type
0.11
hospital_admit_source
0.11
gcs_verbal_apache
0.10
icu_admit_source
0.09
apache_post_operative
0.09
gcs_eyes_apache
0.09
diabetes_mellitus
0.08
elective_surgery
0.08
gcs_motor_apache
0.08
gender
0.07
arf_apache
0.06
ethnicity
0.04
MOST FREQUENT VALUES
4.1
9,051
7.7%
723
7.8%
4.0
8,982
7.6%
739
8.0%
4.2
8,598
7.3%
693
7.5%
3.9
8,412
7.2%
674
7.3%
4.3
7,709
6.6%
608
6.6%
3.8
7,590
6.5%
608
6.6%
4.4
6,946
5.9%
566
6.1%
3.7
6,193
5.3%
503
5.4%
4.5
5,965
5.1%
457
4.9%
3.6
5,155
4.4%
407
4.4%
4.6
5,045
4.3%
388
4.2%
4.7
4,159
3.5%
341
3.7%
3.5
3,944
3.4%
308
3.3%
4.8
3,477
3.0%
256
2.8%
3.4
2,915
2.5%
203
2.2%
SMALLEST VALUES
2.8
679
0.6%
0
0.0%
2.9
306
0.3%
62
0.7%
3.0
565
0.5%
62
0.7%
3.1
880
0.7%
82
0.9%
3.2
1,389
1.2%
103
1.1%
3.3
1,971
1.7%
160
1.7%
3.4
2,915
2.5%
203
2.2%
3.5
3,944
3.4%
308
3.3%
3.51
1
0.0%
0
0.0%
3.55
1
0.0%
0
0.0%
3.57
1
0.0%
0
0.0%
3.6
5,155
4.4%
407
4.4%
3.62
1
0.0%
0
0.0%
3.67
1
0.0%
0
0.0%
3.68
1
0.0%
0
0.0%
LARGEST VALUES
7.0
550
0.5%
0
0.0%
6.9
121
0.1%
0
0.0%
6.8
137
0.1%
8
0.1%
6.7
157
0.1%
14
0.2%
6.6
144
0.1%
17
0.2%
6.58
1
0.0%
0
0.0%
6.55
1
0.0%
0
0.0%
6.53
2
0.0%
0
0.0%
6.5
199
0.2%
12
0.1%
6.4
240
0.2%
19
0.2%
6.3
272
0.2%
16
0.2%
6.26
1
0.0%
0
0.0%
6.2
315
0.3%
17
0.2%
6.1
385
0.3%
23
0.2%
6.01
1
0.0%
0
0.0%
d1_potassium_min
MISSING:
12,546
(10%)
970
(9%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_potassium_min
0.71
h1_potassium_max
0.69
d1_potassium_max
0.64
d1_bun_min
0.28
d1_arterial_ph_max
-0.26
h1_bun_min
0.24
h1_bun_max
0.24
d1_creatinine_min
0.24
d1_arterial_pco2_min
0.24
bun_apache
0.24
d1_bun_max
0.24
h1_creatinine_min
0.21
h1_creatinine_max
0.21
creatinine_apache
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.09
hospital_admit_source
0.07
intubated_apache
0.07
icu_admit_source
0.07
icu_type
0.07
gender
0.07
apache_post_operative
0.06
diabetes_mellitus
0.06
elective_surgery
0.06
arf_apache
0.05
gcs_verbal_apache
0.04
gcs_eyes_apache
0.04
ethnicity
0.04
gcs_motor_apache
0.03
MOST FREQUENT VALUES
3.9
9,136
7.8%
748
8.1%
3.8
9,014
7.7%
744
8.0%
4.0
8,661
7.4%
720
7.8%
3.7
8,467
7.2%
663
7.2%
4.1
8,124
6.9%
656
7.1%
3.6
7,396
6.3%
595
6.4%
4.2
7,267
6.2%
587
6.3%
3.5
6,364
5.4%
504
5.4%
4.3
6,088
5.2%
432
4.7%
3.4
5,440
4.6%
403
4.4%
4.4
5,043
4.3%
380
4.1%
3.3
4,347
3.7%
369
4.0%
4.5
4,079
3.5%
303
3.3%
3.2
3,484
3.0%
261
2.8%
4.6
3,297
2.8%
236
2.5%
SMALLEST VALUES
2.4
821
0.7%
70
0.8%
2.5
320
0.3%
33
0.4%
2.6
459
0.4%
42
0.5%
2.7
657
0.6%
57
0.6%
2.72
1
0.0%
0
0.0%
2.8
1,054
0.9%
84
0.9%
2.86
1
0.0%
0
0.0%
2.9
1,424
1.2%
116
1.3%
2.96
1
0.0%
0
0.0%
2.99
1
0.0%
0
0.0%
3.0
1,863
1.6%
169
1.8%
3.05
2
0.0%
0
0.0%
3.1
2,582
2.2%
214
2.3%
3.12
1
0.0%
0
0.0%
3.2
3,484
3.0%
261
2.8%
LARGEST VALUES
5.8
535
0.5%
0
0.0%
5.7
213
0.2%
39
0.4%
5.6
289
0.2%
21
0.2%
5.58
1
0.0%
0
0.0%
5.5
368
0.3%
20
0.2%
5.4
515
0.4%
34
0.4%
5.3
634
0.5%
45
0.5%
5.28
1
0.0%
0
0.0%
5.21
1
0.0%
0
0.0%
5.2
854
0.7%
61
0.7%
5.1
1,086
0.9%
74
0.8%
5.0
1,316
1.1%
108
1.2%
4.99
1
0.0%
0
0.0%
4.92
1
0.0%
0
0.0%
4.91
1
0.0%
0
0.0%
d1_sodium_max
MISSING:
13,270
(10%)
1,066
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
sodium_apache
0.89
h1_sodium_max
0.83
d1_sodium_min
0.83
h1_sodium_min
0.81
d1_potassium_min
-0.16
h1_lactate_max
0.15
h1_lactate_min
0.15
d1_lactate_max
0.15
h1_sysbp_invasive_min
-0.14
h1_platelets_min
-0.13
h1_platelets_max
-0.13
d1_arterial_po2_max
0.12
h1_mbp_invasive_min
-0.12
d1_arterial_ph_min
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.12
gcs_verbal_apache
0.10
intubated_apache
0.09
gcs_eyes_apache
0.08
icu_type
0.08
gcs_motor_apache
0.08
hospital_admit_source
0.06
icu_admit_source
0.04
diabetes_mellitus
0.04
gender
0.04
ethnicity
0.03
apache_post_operative
0.03
gcs_unable_apache
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
139.0
12,106
10.4%
916
10.0%
140.0
11,931
10.2%
921
10.0%
138.0
11,334
9.7%
917
10.0%
141.0
10,634
9.1%
827
9.0%
137.0
9,628
8.2%
744
8.1%
142.0
8,831
7.6%
669
7.3%
136.0
7,793
6.7%
562
6.1%
143.0
6,444
5.5%
556
6.1%
135.0
5,703
4.9%
505
5.5%
144.0
4,916
4.2%
356
3.9%
134.0
4,377
3.7%
318
3.5%
145.0
3,416
2.9%
293
3.2%
133.0
2,972
2.5%
224
2.4%
146.0
2,338
2.0%
207
2.3%
132.0
2,164
1.9%
167
1.8%
SMALLEST VALUES
123.0
807
0.7%
55
0.6%
124.0
202
0.2%
19
0.2%
125.0
227
0.2%
20
0.2%
126.0
331
0.3%
30
0.3%
127.0
440
0.4%
29
0.3%
128.0
576
0.5%
48
0.5%
129.0
794
0.7%
76
0.8%
130.0
1,086
0.9%
90
1.0%
130.8
1
0.0%
0
0.0%
131.0
1,673
1.4%
106
1.2%
131.4
1
0.0%
0
0.0%
132.0
2,164
1.9%
167
1.8%
132.6
1
0.0%
0
0.0%
133.0
2,972
2.5%
224
2.4%
133.2
1
0.0%
0
0.0%
LARGEST VALUES
158.0
524
0.4%
46
0.5%
157.0
95
0.1%
6
0.1%
156.0
113
0.1%
6
0.1%
155.0
156
0.1%
13
0.1%
154.0
168
0.1%
16
0.2%
153.0
250
0.2%
16
0.2%
152.0
327
0.3%
15
0.2%
151.1
1
0.0%
0
0.0%
151.0
396
0.3%
39
0.4%
150.0
597
0.5%
57
0.6%
149.0
808
0.7%
65
0.7%
148.1
1
0.0%
0
0.0%
148.0
1,080
0.9%
98
1.1%
147.1
1
0.0%
0
0.0%
147.0
1,605
1.4%
135
1.5%
d1_sodium_min
MISSING:
13,270
(10%)
1,066
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
sodium_apache
0.92
h1_sodium_min
0.90
h1_sodium_max
0.89
d1_sodium_max
0.83
d1_potassium_max
-0.16
d1_glucose_max
-0.14
h1_potassium_max
-0.13
h1_potassium_min
-0.13
h1_platelets_min
-0.12
h1_platelets_max
-0.12
glucose_apache
-0.12
d1_hco3_min
0.12
bilirubin_apache
-0.12
d1_bilirubin_max
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.11
gcs_verbal_apache
0.09
intubated_apache
0.08
icu_type
0.08
gcs_eyes_apache
0.07
gcs_motor_apache
0.07
hospital_admit_source
0.05
icu_admit_source
0.04
gender
0.04
diabetes_mellitus
0.04
ethnicity
0.03
apache_post_operative
0.02
gcs_unable_apache
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
138.0
11,946
10.2%
1,041
11.4%
139.0
11,811
10.1%
910
9.9%
137.0
11,077
9.5%
862
9.4%
140.0
10,831
9.3%
832
9.1%
136.0
9,611
8.2%
753
8.2%
141.0
8,858
7.6%
697
7.6%
135.0
7,529
6.4%
620
6.8%
142.0
6,903
5.9%
529
5.8%
134.0
6,147
5.3%
433
4.7%
143.0
4,734
4.1%
389
4.2%
133.0
4,275
3.7%
325
3.5%
144.0
3,230
2.8%
239
2.6%
132.0
3,190
2.7%
242
2.6%
131.0
2,414
2.1%
174
1.9%
145.0
2,204
1.9%
172
1.9%
SMALLEST VALUES
117.0
732
0.6%
54
0.6%
118.0
108
0.1%
1
0.0%
119.0
128
0.1%
12
0.1%
120.0
139
0.1%
15
0.2%
120.4
1
0.0%
0
0.0%
121.0
187
0.2%
14
0.2%
122.0
214
0.2%
16
0.2%
122.4
1
0.0%
0
0.0%
123.0
265
0.2%
27
0.3%
123.4
1
0.0%
0
0.0%
124.0
304
0.3%
22
0.2%
125.0
441
0.4%
31
0.3%
125.3
1
0.0%
0
0.0%
126.0
514
0.4%
44
0.5%
127.0
690
0.6%
57
0.6%
LARGEST VALUES
153.0
475
0.4%
42
0.5%
152.0
152
0.1%
10
0.1%
151.0
193
0.2%
13
0.1%
150.7
1
0.0%
0
0.0%
150.0
283
0.2%
25
0.3%
149.2
1
0.0%
0
0.0%
149.0
400
0.3%
27
0.3%
148.7
1
0.0%
0
0.0%
148.5
1
0.0%
0
0.0%
148.0
583
0.5%
43
0.5%
147.8
1
0.0%
0
0.0%
147.4
1
0.0%
0
0.0%
147.0
898
0.8%
71
0.8%
146.4
1
0.0%
0
0.0%
146.0
1,349
1.2%
108
1.2%
d1_wbc_max
MISSING:
17,429
(13%)
1,422
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
wbc_apache
0.97
h1_wbc_max
0.93
h1_wbc_min
0.93
d1_wbc_min
0.91
d1_platelets_max
0.25
h1_platelets_max
0.24
h1_platelets_min
0.23
d1_hco3_min
-0.22
d1_lactate_max
0.19
d1_platelets_min
0.18
d1_albumin_min
-0.18
d1_heartrate_max
0.18
h1_albumin_min
-0.18
h1_albumin_max
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.21
intubated_apache
0.19
gcs_verbal_apache
0.15
icu_admit_source
0.14
apache_post_operative
0.13
gcs_eyes_apache
0.13
gcs_motor_apache
0.13
hospital_admit_source
0.12
elective_surgery
0.11
icu_type
0.07
gcs_unable_apache
0.04
ethnicity
0.04
immunosuppression
0.02
gender
0.02
MOST FREQUENT VALUES
8.4
840
0.7%
67
0.8%
9.2
836
0.7%
65
0.7%
10.2
831
0.7%
72
0.8%
9.7
828
0.7%
72
0.8%
8.0
817
0.7%
68
0.8%
8.8
816
0.7%
63
0.7%
10.0
814
0.7%
63
0.7%
9.6
806
0.7%
75
0.9%
9.0
805
0.7%
63
0.7%
8.9
802
0.7%
69
0.8%
8.3
801
0.7%
56
0.6%
7.8
797
0.7%
64
0.7%
10.6
796
0.7%
57
0.6%
9.9
793
0.7%
58
0.7%
8.6
790
0.7%
66
0.7%
SMALLEST VALUES
1.2
588
0.5%
4
0.0%
1.21
1
0.0%
0
0.0%
1.23
1
0.0%
0
0.0%
1.24
2
0.0%
0
0.0%
1.28
1
0.0%
0
0.0%
1.29
1
0.0%
0
0.0%
1.3
31
0.0%
3
0.0%
1.31
1
0.0%
0
0.0%
1.34
1
0.0%
0
0.0%
1.4
36
0.0%
2
0.0%
1.43
1
0.0%
0
0.0%
1.44
1
0.0%
0
0.0%
1.48
1
0.0%
0
0.0%
1.5
41
0.0%
7
0.1%
1.51
1
0.0%
0
0.0%
LARGEST VALUES
46.08
564
0.5%
0
0.0%
46.0
1
0.0%
0
0.0%
45.9
5
0.0%
0
0.0%
45.8
5
0.0%
0
0.0%
45.77
1
0.0%
0
0.0%
45.7
7
0.0%
0
0.0%
45.68
2
0.0%
0
0.0%
45.6
3
0.0%
0
0.0%
45.5
3
0.0%
0
0.0%
45.49
1
0.0%
0
0.0%
45.4
8
0.0%
0
0.0%
45.35
1
0.0%
0
0.0%
45.3
6
0.0%
0
0.0%
45.2
1
0.0%
0
0.0%
45.1
6
0.0%
1
0.0%
d1_wbc_min
MISSING:
17,429
(13%)
1,422
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
wbc_apache
0.92
d1_wbc_max
0.91
h1_wbc_min
0.87
h1_wbc_max
0.87
h1_platelets_min
0.28
h1_platelets_max
0.28
d1_platelets_max
0.27
d1_platelets_min
0.27
d1_heartrate_max
0.15
d1_hco3_min
-0.15
h1_heartrate_max
0.15
h1_heartrate_min
0.15
heart_rate_apache
0.14
d1_albumin_min
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.14
intubated_apache
0.12
gcs_verbal_apache
0.11
gcs_eyes_apache
0.09
gcs_motor_apache
0.09
icu_admit_source
0.09
apache_post_operative
0.08
hospital_admit_source
0.08
elective_surgery
0.07
icu_type
0.04
ethnicity
0.03
gcs_unable_apache
0.03
gender
0.02
immunosuppression
0.02
MOST FREQUENT VALUES
8.4
948
0.8%
84
1.0%
8.8
937
0.8%
83
0.9%
7.8
936
0.8%
68
0.8%
8.0
933
0.8%
83
0.9%
9.2
918
0.8%
67
0.8%
8.6
916
0.8%
78
0.9%
7.9
916
0.8%
77
0.9%
7.6
913
0.8%
75
0.9%
8.1
904
0.8%
68
0.8%
8.3
902
0.8%
62
0.7%
7.2
902
0.8%
80
0.9%
7.4
900
0.8%
48
0.5%
9.9
894
0.8%
70
0.8%
8.2
887
0.8%
79
0.9%
9.0
886
0.8%
86
1.0%
SMALLEST VALUES
0.9
592
0.5%
4
0.0%
0.92
1
0.0%
1
0.0%
0.94
1
0.0%
0
0.0%
0.95
2
0.0%
0
0.0%
0.97
2
0.0%
0
0.0%
0.98
2
0.0%
0
0.0%
0.99
1
0.0%
0
0.0%
1.0
50
0.0%
4
0.0%
1.05
3
0.0%
0
0.0%
1.06
1
0.0%
0
0.0%
1.07
1
0.0%
0
0.0%
1.08
1
0.0%
0
0.0%
1.1
44
0.0%
4
0.0%
1.12
2
0.0%
0
0.0%
1.13
3
0.0%
0
0.0%
LARGEST VALUES
40.898
564
0.5%
0
0.0%
40.89
1
0.0%
0
0.0%
40.8
6
0.0%
0
0.0%
40.76
1
0.0%
0
0.0%
40.7
2
0.0%
0
0.0%
40.67
1
0.0%
0
0.0%
40.61
1
0.0%
0
0.0%
40.6
5
0.0%
0
0.0%
40.5
4
0.0%
0
0.0%
40.49
1
0.0%
0
0.0%
40.4
8
0.0%
0
0.0%
40.3
4
0.0%
0
0.0%
40.24
1
0.0%
0
0.0%
40.23
1
0.0%
0
0.0%
40.2
5
0.0%
0
0.0%
h1_albumin_max
MISSING:
119,005
(91%)
9,365
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_albumin_min
1.00
d1_albumin_min
0.89
d1_albumin_max
0.88
albumin_apache
0.88
h1_calcium_max
0.49
h1_calcium_min
0.49
d1_calcium_min
0.48
h1_hemaglobin_min
0.47
h1_hemaglobin_max
0.46
h1_hematocrit_max
0.46
h1_hematocrit_min
0.46
d1_hemaglobin_min
0.46
d1_calcium_max
0.46
d1_hematocrit_min
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.11
ventilated_apache
0.08
gcs_verbal_apache
0.08
gcs_eyes_apache
0.07
gcs_motor_apache
0.07
intubated_apache
0.06
icu_admit_source
0.05
icu_type
0.04
ethnicity
0.03
elective_surgery
0.02
cirrhosis
0.02
hepatic_failure
0.02
gender
0.01
apache_post_operative
0.01
MOST FREQUENT VALUES
3.2
602
5.4%
49
5.6%
3.3
583
5.2%
44
5.1%
3.4
575
5.2%
32
3.7%
3.0
574
5.1%
46
5.3%
3.1
559
5.0%
42
4.8%
3.5
538
4.8%
41
4.7%
2.8
531
4.8%
39
4.5%
2.9
525
4.7%
39
4.5%
2.7
493
4.4%
34
3.9%
2.6
493
4.4%
41
4.7%
3.6
472
4.2%
45
5.2%
3.7
435
3.9%
43
4.9%
2.5
422
3.8%
31
3.6%
2.4
369
3.3%
24
2.8%
3.9
350
3.1%
22
2.5%
SMALLEST VALUES
1.1
112
1.0%
8
0.9%
1.2
33
0.3%
4
0.5%
1.3
45
0.4%
2
0.2%
1.4
60
0.5%
3
0.3%
1.5
94
0.8%
12
1.4%
1.6
130
1.2%
6
0.7%
1.7
143
1.3%
15
1.7%
1.8
166
1.5%
12
1.4%
1.9
198
1.8%
11
1.3%
2.0
243
2.2%
27
3.1%
2.1
266
2.4%
17
2.0%
2.2
321
2.9%
33
3.8%
2.3
348
3.1%
26
3.0%
2.4
369
3.3%
24
2.8%
2.5
422
3.8%
31
3.6%
LARGEST VALUES
4.7
53
0.5%
3
0.3%
4.6
48
0.4%
5
0.6%
4.5
50
0.4%
5
0.6%
4.4
83
0.7%
13
1.5%
4.3
136
1.2%
16
1.8%
4.2
198
1.8%
11
1.3%
4.1
241
2.2%
20
2.3%
4.0
322
2.9%
16
1.8%
3.9
350
3.1%
22
2.5%
3.8
340
3.0%
32
3.7%
3.7
435
3.9%
43
4.9%
3.6
472
4.2%
45
5.2%
3.59
1
0.0%
0
0.0%
3.5
538
4.8%
41
4.7%
3.4
575
5.2%
32
3.7%
h1_albumin_min
MISSING:
119,005
(91%)
9,365
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_albumin_max
1.00
d1_albumin_min
0.89
d1_albumin_max
0.88
albumin_apache
0.88
h1_calcium_max
0.49
h1_calcium_min
0.49
d1_calcium_min
0.48
h1_hemaglobin_min
0.47
h1_hemaglobin_max
0.46
h1_hematocrit_min
0.46
h1_hematocrit_max
0.46
d1_hemaglobin_min
0.46
d1_calcium_max
0.46
d1_hematocrit_min
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.11
ventilated_apache
0.08
gcs_verbal_apache
0.08
gcs_eyes_apache
0.07
gcs_motor_apache
0.07
intubated_apache
0.06
icu_admit_source
0.05
icu_type
0.04
ethnicity
0.03
elective_surgery
0.02
cirrhosis
0.02
hepatic_failure
0.02
gender
0.01
apache_post_operative
0.01
MOST FREQUENT VALUES
3.2
600
5.4%
49
5.6%
3.3
584
5.2%
43
4.9%
3.4
574
5.1%
32
3.7%
3.0
574
5.1%
48
5.5%
3.1
563
5.0%
41
4.7%
3.5
536
4.8%
41
4.7%
2.8
530
4.8%
39
4.5%
2.9
522
4.7%
39
4.5%
2.6
496
4.4%
41
4.7%
2.7
495
4.4%
33
3.8%
3.6
470
4.2%
45
5.2%
3.7
436
3.9%
43
4.9%
2.5
420
3.8%
32
3.7%
2.4
372
3.3%
24
2.8%
3.9
350
3.1%
22
2.5%
SMALLEST VALUES
1.1
113
1.0%
1
0.1%
1.2
33
0.3%
4
0.5%
1.3
45
0.4%
2
0.2%
1.4
61
0.5%
4
0.5%
1.5
94
0.8%
12
1.4%
1.6
131
1.2%
6
0.7%
1.7
145
1.3%
15
1.7%
1.8
166
1.5%
11
1.3%
1.9
198
1.8%
11
1.3%
2.0
239
2.1%
27
3.1%
2.1
268
2.4%
17
2.0%
2.2
321
2.9%
33
3.8%
2.3
349
3.1%
26
3.0%
2.4
372
3.3%
24
2.8%
2.5
420
3.8%
32
3.7%
LARGEST VALUES
4.7
53
0.5%
3
0.3%
4.6
47
0.4%
5
0.6%
4.5
49
0.4%
5
0.6%
4.4
85
0.8%
13
1.5%
4.3
134
1.2%
16
1.8%
4.2
199
1.8%
11
1.3%
4.1
241
2.2%
19
2.2%
4.0
321
2.9%
17
2.0%
3.9
350
3.1%
22
2.5%
3.8
338
3.0%
32
3.7%
3.7
436
3.9%
43
4.9%
3.6
470
4.2%
45
5.2%
3.5
536
4.8%
41
4.7%
3.4
574
5.1%
32
3.7%
3.3
584
5.2%
43
4.9%
h1_bilirubin_max
MISSING:
119,861
(92%)
9,407
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_bilirubin_min
1.00
d1_bilirubin_min
0.99
d1_bilirubin_max
0.99
bilirubin_apache
0.98
d1_inr_max
0.21
h1_inr_max
0.21
d1_inr_min
0.21
h1_inr_min
0.21
d1_platelets_min
-0.18
d1_platelets_max
-0.17
h1_platelets_min
-0.17
h1_platelets_max
-0.17
d1_lactate_min
0.15
d1_albumin_min
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hepatic_failure
0.12
cirrhosis
0.11
hospital_admit_source
0.06
icu_admit_source
0.06
gcs_verbal_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
ventilated_apache
0.04
intubated_apache
0.04
ethnicity
0.03
icu_type
0.03
gender
0.02
elective_surgery
0.01
diabetes_mellitus
0.01
MOST FREQUENT VALUES
0.4
1,249
12.1%
92
11.1%
0.5
1,125
10.9%
114
13.8%
0.3
1,063
10.3%
76
9.2%
0.6
902
8.8%
64
7.7%
0.7
786
7.6%
62
7.5%
0.8
661
6.4%
40
4.8%
0.2
575
5.6%
68
8.2%
0.9
556
5.4%
45
5.4%
1.0
435
4.2%
34
4.1%
1.1
339
3.3%
32
3.9%
1.2
264
2.6%
27
3.3%
1.3
236
2.3%
15
1.8%
1.4
180
1.7%
17
2.1%
1.5
151
1.5%
19
2.3%
1.6
139
1.4%
13
1.6%
SMALLEST VALUES
0.2
575
5.6%
68
8.2%
0.21
1
0.0%
0
0.0%
0.22
4
0.0%
0
0.0%
0.23
4
0.0%
0
0.0%
0.24
5
0.0%
0
0.0%
0.25
4
0.0%
1
0.1%
0.26
6
0.1%
0
0.0%
0.27
5
0.0%
1
0.1%
0.28
3
0.0%
1
0.1%
0.29
5
0.0%
0
0.0%
0.3
1,063
10.3%
76
9.2%
0.31
3
0.0%
0
0.0%
0.32
4
0.0%
0
0.0%
0.33
6
0.1%
0
0.0%
0.34
3
0.0%
0
0.0%
LARGEST VALUES
58.0
1
0.0%
0
0.0%
40.4
1
0.0%
0
0.0%
38.4
1
0.0%
0
0.0%
37.8
1
0.0%
0
0.0%
36.4
1
0.0%
0
0.0%
35.3
1
0.0%
0
0.0%
32.3
1
0.0%
0
0.0%
31.7
1
0.0%
0
0.0%
31.0
1
0.0%
0
0.0%
30.7
1
0.0%
0
0.0%
30.0
1
0.0%
0
0.0%
29.9
1
0.0%
0
0.0%
29.4
1
0.0%
0
0.0%
28.6
2
0.0%
0
0.0%
28.2
1
0.0%
0
0.0%
h1_bilirubin_min
MISSING:
119,861
(92%)
9,407
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_bilirubin_max
1.00
d1_bilirubin_min
0.99
d1_bilirubin_max
0.99
bilirubin_apache
0.98
d1_inr_max
0.21
h1_inr_max
0.21
d1_inr_min
0.21
h1_inr_min
0.21
d1_platelets_min
-0.18
d1_platelets_max
-0.17
h1_platelets_min
-0.17
h1_platelets_max
-0.17
d1_lactate_min
0.15
d1_albumin_min
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hepatic_failure
0.12
cirrhosis
0.11
hospital_admit_source
0.06
icu_admit_source
0.06
gcs_verbal_apache
0.05
gcs_motor_apache
0.05
gcs_eyes_apache
0.04
ventilated_apache
0.04
intubated_apache
0.04
ethnicity
0.03
icu_type
0.03
gender
0.02
elective_surgery
0.01
diabetes_mellitus
0.01
MOST FREQUENT VALUES
0.4
1,247
12.1%
93
11.2%
0.5
1,126
10.9%
114
13.8%
0.3
1,067
10.4%
76
9.2%
0.6
907
8.8%
63
7.6%
0.7
783
7.6%
62
7.5%
0.8
659
6.4%
40
4.8%
0.2
576
5.6%
68
8.2%
0.9
558
5.4%
46
5.6%
1.0
435
4.2%
33
4.0%
1.1
337
3.3%
32
3.9%
1.2
261
2.5%
27
3.3%
1.3
236
2.3%
15
1.8%
1.4
180
1.7%
17
2.1%
1.5
150
1.5%
19
2.3%
1.6
141
1.4%
13
1.6%
SMALLEST VALUES
0.2
576
5.6%
68
8.2%
0.21
1
0.0%
0
0.0%
0.22
4
0.0%
0
0.0%
0.23
4
0.0%
0
0.0%
0.24
5
0.0%
0
0.0%
0.25
4
0.0%
1
0.1%
0.26
6
0.1%
0
0.0%
0.27
5
0.0%
1
0.1%
0.28
3
0.0%
1
0.1%
0.29
5
0.0%
0
0.0%
0.3
1,067
10.4%
76
9.2%
0.31
3
0.0%
0
0.0%
0.32
4
0.0%
0
0.0%
0.33
6
0.1%
0
0.0%
0.34
3
0.0%
0
0.0%
LARGEST VALUES
58.0
1
0.0%
0
0.0%
40.4
1
0.0%
0
0.0%
38.4
1
0.0%
0
0.0%
37.8
1
0.0%
0
0.0%
36.4
1
0.0%
0
0.0%
35.3
1
0.0%
0
0.0%
32.3
1
0.0%
0
0.0%
31.7
1
0.0%
0
0.0%
31.0
1
0.0%
0
0.0%
30.7
1
0.0%
0
0.0%
30.0
1
0.0%
0
0.0%
29.9
1
0.0%
0
0.0%
29.4
1
0.0%
0
0.0%
28.6
2
0.0%
0
0.0%
28.2
1
0.0%
0
0.0%
h1_bun_max
MISSING:
104,990
(81%)
8,230
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_bun_min
1.00
d1_bun_max
0.98
bun_apache
0.97
d1_bun_min
0.95
h1_creatinine_max
0.71
h1_creatinine_min
0.71
creatinine_apache
0.70
d1_creatinine_max
0.70
d1_creatinine_min
0.67
h1_potassium_min
0.38
h1_potassium_max
0.37
d1_potassium_max
0.33
d1_potassium_min
0.24
d1_hco3_min
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.12
intubated_apache
0.10
gcs_verbal_apache
0.10
hospital_admit_source
0.10
gcs_motor_apache
0.09
gcs_eyes_apache
0.09
diabetes_mellitus
0.07
icu_admit_source
0.06
icu_type
0.06
arf_apache
0.05
gender
0.04
apache_post_operative
0.03
cirrhosis
0.02
elective_surgery
0.02
MOST FREQUENT VALUES
13.0
1,250
5.0%
81
4.0%
14.0
1,246
5.0%
104
5.2%
12.0
1,195
4.7%
102
5.1%
15.0
1,192
4.7%
109
5.4%
11.0
1,079
4.3%
119
5.9%
16.0
1,043
4.1%
90
4.5%
17.0
1,027
4.1%
69
3.4%
10.0
934
3.7%
72
3.6%
18.0
905
3.6%
79
3.9%
9.0
847
3.4%
54
2.7%
19.0
833
3.3%
72
3.6%
20.0
749
3.0%
54
2.7%
8.0
661
2.6%
59
2.9%
21.0
659
2.6%
55
2.7%
22.0
637
2.5%
55
2.7%
SMALLEST VALUES
4.0
231
0.9%
23
1.1%
4.1
1
0.0%
0
0.0%
4.2
1
0.0%
0
0.0%
5.0
230
0.9%
27
1.3%
5.8
1
0.0%
0
0.0%
6.0
367
1.5%
27
1.3%
6.1
1
0.0%
0
0.0%
6.5
1
0.0%
0
0.0%
6.6
1
0.0%
0
0.0%
6.8
1
0.0%
1
0.0%
6.9
1
0.0%
0
0.0%
7.0
499
2.0%
34
1.7%
7.1
1
0.0%
0
0.0%
7.2
1
0.0%
0
0.0%
7.6
1
0.0%
0
0.0%
LARGEST VALUES
135.0
123
0.5%
0
0.0%
134.0
7
0.0%
2
0.1%
132.0
9
0.0%
0
0.0%
131.0
6
0.0%
0
0.0%
130.0
3
0.0%
0
0.0%
129.7
1
0.0%
0
0.0%
129.0
1
0.0%
1
0.0%
128.0
6
0.0%
0
0.0%
127.0
4
0.0%
1
0.0%
126.0
5
0.0%
0
0.0%
125.0
6
0.0%
1
0.0%
124.0
6
0.0%
1
0.0%
123.0
6
0.0%
0
0.0%
122.0
3
0.0%
0
0.0%
121.0
8
0.0%
2
0.1%
h1_bun_min
MISSING:
104,990
(81%)
8,230
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_bun_max
1.00
d1_bun_max
0.98
bun_apache
0.97
d1_bun_min
0.95
h1_creatinine_min
0.71
h1_creatinine_max
0.71
creatinine_apache
0.70
d1_creatinine_max
0.70
d1_creatinine_min
0.67
h1_potassium_min
0.38
h1_potassium_max
0.37
d1_potassium_max
0.33
d1_potassium_min
0.24
d1_hco3_min
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.12
intubated_apache
0.10
hospital_admit_source
0.10
gcs_verbal_apache
0.10
gcs_motor_apache
0.09
gcs_eyes_apache
0.09
diabetes_mellitus
0.07
icu_admit_source
0.06
icu_type
0.06
arf_apache
0.05
gender
0.04
apache_post_operative
0.03
cirrhosis
0.02
elective_surgery
0.02
MOST FREQUENT VALUES
13.0
1,249
5.0%
82
4.1%
14.0
1,248
5.0%
103
5.1%
12.0
1,195
4.7%
98
4.9%
15.0
1,193
4.7%
108
5.4%
11.0
1,079
4.3%
122
6.1%
16.0
1,040
4.1%
91
4.5%
17.0
1,030
4.1%
68
3.4%
10.0
937
3.7%
73
3.6%
18.0
905
3.6%
79
3.9%
9.0
848
3.4%
54
2.7%
19.0
831
3.3%
73
3.6%
20.0
758
3.0%
54
2.7%
8.0
660
2.6%
59
2.9%
21.0
649
2.6%
54
2.7%
22.0
641
2.5%
56
2.8%
SMALLEST VALUES
4.0
231
0.9%
23
1.1%
4.1
1
0.0%
0
0.0%
4.2
1
0.0%
0
0.0%
5.0
232
0.9%
27
1.3%
5.8
1
0.0%
0
0.0%
6.0
368
1.5%
27
1.3%
6.1
1
0.0%
0
0.0%
6.5
1
0.0%
0
0.0%
6.6
1
0.0%
0
0.0%
6.8
1
0.0%
1
0.0%
6.9
1
0.0%
0
0.0%
7.0
506
2.0%
35
1.7%
7.1
1
0.0%
0
0.0%
7.2
1
0.0%
0
0.0%
7.6
1
0.0%
0
0.0%
LARGEST VALUES
135.0
123
0.5%
0
0.0%
134.0
7
0.0%
2
0.1%
132.0
8
0.0%
0
0.0%
131.0
6
0.0%
0
0.0%
130.0
4
0.0%
0
0.0%
129.7
1
0.0%
0
0.0%
129.0
1
0.0%
1
0.0%
128.0
6
0.0%
0
0.0%
127.0
4
0.0%
1
0.0%
126.0
4
0.0%
0
0.0%
125.0
7
0.0%
1
0.0%
124.0
6
0.0%
1
0.0%
123.0
6
0.0%
0
0.0%
122.0
3
0.0%
0
0.0%
121.0
8
0.0%
2
0.1%
h1_calcium_max
MISSING:
105,921
(81%)
8,306
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_calcium_min
0.97
d1_calcium_max
0.86
d1_calcium_min
0.81
h1_albumin_max
0.49
h1_albumin_min
0.49
d1_albumin_min
0.43
d1_albumin_max
0.43
albumin_apache
0.41
h1_hematocrit_max
0.24
h1_hematocrit_min
0.24
h1_hemaglobin_min
0.24
d1_hematocrit_min
0.24
d1_hco3_max
0.24
h1_hemaglobin_max
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.18
ventilated_apache
0.17
icu_admit_source
0.16
intubated_apache
0.15
apache_post_operative
0.15
elective_surgery
0.14
gcs_verbal_apache
0.12
icu_type
0.10
gcs_eyes_apache
0.09
gcs_motor_apache
0.09
diabetes_mellitus
0.04
gender
0.03
ethnicity
0.02
gcs_unable_apache
0.02
MOST FREQUENT VALUES
8.4
1,244
5.1%
94
4.9%
8.3
1,241
5.1%
91
4.7%
8.1
1,170
4.8%
78
4.0%
8.2
1,144
4.7%
114
5.9%
8.6
1,123
4.6%
71
3.7%
8.5
1,119
4.6%
97
5.0%
8.0
1,108
4.6%
72
3.7%
7.9
1,048
4.3%
80
4.1%
8.7
995
4.1%
77
4.0%
8.8
978
4.0%
81
4.2%
7.8
955
3.9%
81
4.2%
8.9
915
3.8%
72
3.7%
9.0
835
3.4%
52
2.7%
7.6
811
3.3%
63
3.3%
7.7
803
3.3%
83
4.3%
SMALLEST VALUES
5.6
159
0.7%
1
0.1%
5.7
25
0.1%
2
0.1%
5.8
21
0.1%
3
0.2%
5.9
42
0.2%
6
0.3%
6.0
51
0.2%
2
0.1%
6.1
56
0.2%
6
0.3%
6.2
75
0.3%
4
0.2%
6.3
82
0.3%
6
0.3%
6.4
122
0.5%
10
0.5%
6.5
134
0.6%
13
0.7%
6.6
161
0.7%
23
1.2%
6.7
211
0.9%
21
1.1%
6.8
226
0.9%
21
1.1%
6.9
278
1.1%
23
1.2%
7.0
344
1.4%
37
1.9%
LARGEST VALUES
11.4
108
0.4%
0
0.0%
11.3
15
0.1%
1
0.1%
11.2
23
0.1%
2
0.1%
11.1
11
0.0%
1
0.1%
11.0
11
0.0%
0
0.0%
10.9
17
0.1%
4
0.2%
10.8
21
0.1%
3
0.2%
10.7
28
0.1%
0
0.0%
10.6
28
0.1%
2
0.1%
10.5
40
0.2%
1
0.1%
10.4
43
0.2%
1
0.1%
10.3
63
0.3%
3
0.2%
10.2
64
0.3%
6
0.3%
10.1
102
0.4%
8
0.4%
10.0
111
0.5%
7
0.4%
h1_calcium_min
MISSING:
105,921
(81%)
8,306
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_calcium_max
0.97
d1_calcium_max
0.86
d1_calcium_min
0.84
h1_albumin_min
0.49
h1_albumin_max
0.49
d1_albumin_min
0.43
d1_albumin_max
0.42
albumin_apache
0.41
h1_hematocrit_min
0.24
d1_hematocrit_min
0.24
h1_hematocrit_max
0.24
h1_hemaglobin_min
0.24
d1_hco3_max
0.24
d1_hco3_min
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.18
ventilated_apache
0.17
icu_admit_source
0.16
intubated_apache
0.15
apache_post_operative
0.15
elective_surgery
0.14
gcs_verbal_apache
0.12
icu_type
0.10
gcs_eyes_apache
0.09
gcs_motor_apache
0.09
diabetes_mellitus
0.04
gender
0.03
ethnicity
0.02
gcs_unable_apache
0.02
MOST FREQUENT VALUES
8.3
1,236
5.1%
92
4.8%
8.4
1,230
5.1%
95
4.9%
8.1
1,171
4.8%
79
4.1%
8.2
1,138
4.7%
115
6.0%
8.6
1,119
4.6%
73
3.8%
8.5
1,116
4.6%
97
5.0%
8.0
1,105
4.6%
72
3.7%
7.9
1,046
4.3%
77
4.0%
8.7
997
4.1%
76
3.9%
8.8
975
4.0%
81
4.2%
7.8
958
4.0%
83
4.3%
8.9
915
3.8%
74
3.8%
9.0
827
3.4%
51
2.6%
7.6
816
3.4%
63
3.3%
7.7
802
3.3%
82
4.3%
SMALLEST VALUES
5.3
128
0.5%
0
0.0%
5.4
22
0.1%
0
0.0%
5.5
24
0.1%
11
0.6%
5.6
22
0.1%
1
0.1%
5.7
25
0.1%
2
0.1%
5.8
23
0.1%
3
0.2%
5.9
42
0.2%
6
0.3%
6.0
51
0.2%
2
0.1%
6.1
59
0.2%
6
0.3%
6.2
73
0.3%
4
0.2%
6.3
83
0.3%
6
0.3%
6.4
126
0.5%
11
0.6%
6.5
132
0.5%
12
0.6%
6.6
162
0.7%
23
1.2%
6.7
216
0.9%
21
1.1%
LARGEST VALUES
11.315
122
0.5%
0
0.0%
11.3
15
0.1%
1
0.1%
11.2
21
0.1%
2
0.1%
11.1
11
0.0%
0
0.0%
11.0
11
0.0%
0
0.0%
10.9
15
0.1%
4
0.2%
10.8
21
0.1%
3
0.2%
10.7
27
0.1%
0
0.0%
10.6
28
0.1%
2
0.1%
10.5
41
0.2%
1
0.1%
10.4
42
0.2%
1
0.1%
10.3
61
0.3%
3
0.2%
10.2
62
0.3%
6
0.3%
10.1
101
0.4%
8
0.4%
10.0
110
0.5%
7
0.4%
h1_creatinine_max
MISSING:
104,784
(81%)
8,220
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_creatinine_min
1.00
d1_creatinine_max
0.99
creatinine_apache
0.98
d1_creatinine_min
0.95
h1_bun_max
0.71
h1_bun_min
0.71
d1_bun_max
0.71
bun_apache
0.70
d1_bun_min
0.65
h1_potassium_min
0.36
h1_potassium_max
0.35
d1_potassium_max
0.34
h1_arterial_ph_max
-0.23
d1_hco3_min
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.15
ventilated_apache
0.11
intubated_apache
0.10
hospital_admit_source
0.09
gcs_verbal_apache
0.09
gcs_motor_apache
0.08
gcs_eyes_apache
0.08
diabetes_mellitus
0.06
icu_admit_source
0.06
icu_type
0.05
gender
0.05
ethnicity
0.04
apache_post_operative
0.03
elective_surgery
0.03
MOST FREQUENT VALUES
0.9
872
3.4%
68
3.4%
0.8
867
3.4%
77
3.8%
0.7
791
3.1%
85
4.2%
1.0
724
2.9%
73
3.6%
1.1
559
2.2%
46
2.3%
0.6
518
2.0%
58
2.9%
1.2
447
1.8%
35
1.7%
1.3
343
1.4%
38
1.9%
0.5
291
1.1%
41
2.0%
1.4
278
1.1%
21
1.0%
1.5
243
1.0%
21
1.0%
0.78
234
0.9%
9
0.4%
0.89
232
0.9%
13
0.6%
0.86
224
0.9%
5
0.2%
0.84
222
0.9%
13
0.6%
SMALLEST VALUES
0.33
128
0.5%
0
0.0%
0.34
12
0.0%
0
0.0%
0.35
21
0.1%
0
0.0%
0.36
22
0.1%
0
0.0%
0.37
20
0.1%
13
0.6%
0.38
20
0.1%
2
0.1%
0.39
25
0.1%
1
0.0%
0.4
113
0.4%
12
0.6%
0.41
39
0.2%
6
0.3%
0.42
25
0.1%
4
0.2%
0.43
34
0.1%
9
0.4%
0.44
43
0.2%
4
0.2%
0.45
46
0.2%
7
0.3%
0.46
53
0.2%
4
0.2%
0.47
58
0.2%
4
0.2%
LARGEST VALUES
11.6042
128
0.5%
0
0.0%
11.6
1
0.0%
0
0.0%
11.55
1
0.0%
0
0.0%
11.5
2
0.0%
0
0.0%
11.49
1
0.0%
0
0.0%
11.43
1
0.0%
0
0.0%
11.4
5
0.0%
0
0.0%
11.35
2
0.0%
0
0.0%
11.3
3
0.0%
1
0.0%
11.26
1
0.0%
0
0.0%
11.21
1
0.0%
0
0.0%
11.2
2
0.0%
0
0.0%
11.1
1
0.0%
0
0.0%
11.08
1
0.0%
0
0.0%
11.0
2
0.0%
0
0.0%
h1_creatinine_min
MISSING:
104,784
(81%)
8,220
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_creatinine_max
1.00
d1_creatinine_max
0.99
creatinine_apache
0.98
d1_creatinine_min
0.95
h1_bun_min
0.71
h1_bun_max
0.71
d1_bun_max
0.71
bun_apache
0.70
d1_bun_min
0.65
h1_potassium_min
0.36
h1_potassium_max
0.35
d1_potassium_max
0.34
h1_arterial_ph_max
-0.23
d1_hco3_min
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
arf_apache
0.15
ventilated_apache
0.11
intubated_apache
0.10
hospital_admit_source
0.09
gcs_verbal_apache
0.09
gcs_motor_apache
0.08
gcs_eyes_apache
0.08
diabetes_mellitus
0.06
icu_admit_source
0.06
icu_type
0.05
gender
0.05
ethnicity
0.04
apache_post_operative
0.03
elective_surgery
0.03
MOST FREQUENT VALUES
0.8
867
3.4%
79
3.9%
0.9
863
3.4%
67
3.3%
0.7
790
3.1%
83
4.1%
1.0
728
2.9%
73
3.6%
1.1
556
2.2%
46
2.3%
0.6
520
2.0%
57
2.8%
1.2
444
1.7%
34
1.7%
1.3
342
1.3%
40
2.0%
0.5
295
1.2%
42
2.1%
1.4
276
1.1%
20
1.0%
1.5
237
0.9%
21
1.0%
0.78
235
0.9%
9
0.4%
0.89
232
0.9%
13
0.6%
0.86
226
0.9%
5
0.2%
0.84
224
0.9%
13
0.6%
SMALLEST VALUES
0.33
131
0.5%
0
0.0%
0.34
11
0.0%
0
0.0%
0.35
21
0.1%
0
0.0%
0.36
24
0.1%
0
0.0%
0.37
20
0.1%
13
0.6%
0.38
20
0.1%
2
0.1%
0.39
28
0.1%
1
0.0%
0.4
112
0.4%
12
0.6%
0.41
40
0.2%
6
0.3%
0.42
25
0.1%
4
0.2%
0.43
34
0.1%
9
0.4%
0.44
43
0.2%
4
0.2%
0.45
46
0.2%
7
0.3%
0.46
52
0.2%
4
0.2%
0.47
59
0.2%
4
0.2%
LARGEST VALUES
11.571
128
0.5%
0
0.0%
11.55
1
0.0%
0
0.0%
11.5
2
0.0%
0
0.0%
11.49
1
0.0%
0
0.0%
11.43
1
0.0%
0
0.0%
11.4
5
0.0%
0
0.0%
11.35
2
0.0%
0
0.0%
11.3
3
0.0%
1
0.0%
11.26
1
0.0%
0
0.0%
11.21
1
0.0%
0
0.0%
11.2
2
0.0%
0
0.0%
11.13
1
0.0%
0
0.0%
11.1
1
0.0%
0
0.0%
11.08
1
0.0%
0
0.0%
11.0
2
0.0%
0
0.0%
h1_glucose_max
MISSING:
75,073
(58%)
5,990
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_glucose_min
0.96
d1_glucose_max
0.87
glucose_apache
0.83
d1_glucose_min
0.37
h1_hco3_min
-0.28
h1_hco3_max
-0.28
h1_arterial_ph_min
-0.28
h1_arterial_ph_max
-0.27
d1_hco3_min
-0.23
h1_lactate_max
0.19
h1_lactate_min
0.19
d1_arterial_ph_min
-0.18
h1_wbc_max
0.18
h1_wbc_min
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
0.25
intubated_apache
0.14
ventilated_apache
0.13
gcs_verbal_apache
0.11
gcs_eyes_apache
0.10
icu_type
0.10
gcs_motor_apache
0.10
hospital_admit_source
0.08
apache_post_operative
0.07
icu_admit_source
0.06
elective_surgery
0.06
ethnicity
0.06
gender
0.02
solid_tumor_with_metastasis
0.02
MOST FREQUENT VALUES
119.0
519
0.9%
34
0.8%
105.0
513
0.9%
35
0.8%
113.0
512
0.9%
30
0.7%
123.0
511
0.9%
42
1.0%
127.0
510
0.9%
40
0.9%
120.0
504
0.9%
36
0.8%
116.0
499
0.9%
41
1.0%
128.0
497
0.9%
37
0.9%
108.0
497
0.9%
48
1.1%
124.0
496
0.9%
42
1.0%
118.0
495
0.9%
46
1.1%
122.0
494
0.9%
40
0.9%
117.0
493
0.9%
31
0.7%
111.0
491
0.9%
40
0.9%
132.0
490
0.9%
28
0.7%
SMALLEST VALUES
59.0
302
0.5%
0
0.0%
60.0
28
0.1%
0
0.0%
61.0
27
0.0%
0
0.0%
62.0
34
0.1%
24
0.6%
63.0
46
0.1%
1
0.0%
64.0
38
0.1%
4
0.1%
65.0
55
0.1%
2
0.0%
66.0
60
0.1%
1
0.0%
67.0
61
0.1%
2
0.0%
68.0
58
0.1%
2
0.0%
69.0
72
0.1%
1
0.0%
70.0
81
0.1%
7
0.2%
71.0
74
0.1%
8
0.2%
72.0
82
0.1%
6
0.1%
73.0
101
0.2%
5
0.1%
LARGEST VALUES
695.045
275
0.5%
0
0.0%
695.0
2
0.0%
0
0.0%
694.0
1
0.0%
0
0.0%
693.0
2
0.0%
0
0.0%
692.0
2
0.0%
0
0.0%
689.0
2
0.0%
0
0.0%
687.0
1
0.0%
0
0.0%
684.0
2
0.0%
0
0.0%
682.0
3
0.0%
0
0.0%
681.0
1
0.0%
0
0.0%
679.0
3
0.0%
0
0.0%
676.0
1
0.0%
0
0.0%
675.0
1
0.0%
0
0.0%
674.0
2
0.0%
0
0.0%
673.0
1
0.0%
0
0.0%
h1_glucose_min
MISSING:
75,073
(58%)
5,990
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_glucose_max
0.96
d1_glucose_max
0.84
glucose_apache
0.82
d1_glucose_min
0.42
h1_arterial_ph_max
-0.26
h1_hco3_min
-0.26
h1_hco3_max
-0.26
h1_arterial_ph_min
-0.25
d1_hco3_min
-0.20
h1_wbc_max
0.16
h1_wbc_min
0.16
h1_heartrate_min
0.16
h1_lactate_min
0.16
h1_lactate_max
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
diabetes_mellitus
0.24
intubated_apache
0.13
ventilated_apache
0.12
gcs_verbal_apache
0.10
gcs_eyes_apache
0.10
gcs_motor_apache
0.09
icu_type
0.09
hospital_admit_source
0.08
ethnicity
0.06
apache_post_operative
0.06
icu_admit_source
0.06
elective_surgery
0.05
gender
0.02
solid_tumor_with_metastasis
0.02
MOST FREQUENT VALUES
119.0
559
1.0%
44
1.0%
108.0
554
1.0%
47
1.1%
105.0
554
1.0%
36
0.8%
113.0
547
1.0%
28
0.7%
116.0
531
1.0%
44
1.0%
110.0
528
1.0%
40
0.9%
109.0
525
1.0%
32
0.8%
124.0
521
0.9%
49
1.2%
111.0
519
0.9%
45
1.1%
118.0
519
0.9%
38
0.9%
104.0
515
0.9%
34
0.8%
106.0
514
0.9%
44
1.0%
126.0
512
0.9%
32
0.8%
120.0
507
0.9%
46
1.1%
114.0
507
0.9%
48
1.1%
SMALLEST VALUES
42.0
286
0.5%
0
0.0%
43.0
16
0.0%
22
0.5%
44.0
12
0.0%
2
0.0%
45.0
19
0.0%
0
0.0%
46.0
36
0.1%
1
0.0%
47.0
33
0.1%
2
0.0%
48.0
29
0.1%
1
0.0%
49.0
24
0.0%
4
0.1%
50.0
29
0.1%
1
0.0%
51.0
31
0.1%
1
0.0%
52.0
39
0.1%
1
0.0%
53.0
30
0.1%
1
0.0%
54.0
43
0.1%
1
0.0%
55.0
44
0.1%
3
0.1%
56.0
51
0.1%
3
0.1%
LARGEST VALUES
670.0
274
0.5%
0
0.0%
669.0
1
0.0%
0
0.0%
666.0
1
0.0%
0
0.0%
665.0
1
0.0%
0
0.0%
664.0
4
0.0%
0
0.0%
663.0
1
0.0%
0
0.0%
662.0
2
0.0%
0
0.0%
661.0
1
0.0%
0
0.0%
660.0
2
0.0%
0
0.0%
659.0
1
0.0%
0
0.0%
656.0
1
0.0%
0
0.0%
655.0
1
0.0%
0
0.0%
653.0
1
0.0%
0
0.0%
652.0
1
0.0%
0
0.0%
651.0
2
0.0%
0
0.0%
h1_hco3_max
MISSING:
106,395
(82%)
8,338
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hco3_min
0.99
d1_hco3_min
0.91
d1_hco3_max
0.77
d1_arterial_pco2_min
0.54
paco2_apache
0.46
paco2_for_ph_apache
0.46
h1_arterial_pco2_min
0.45
h1_arterial_pco2_max
0.45
h1_arterial_ph_max
0.42
d1_arterial_pco2_max
0.41
h1_arterial_ph_min
0.40
d1_arterial_ph_min
0.39
h1_lactate_min
-0.38
h1_lactate_max
-0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.19
ventilated_apache
0.18
icu_admit_source
0.17
apache_post_operative
0.16
intubated_apache
0.15
elective_surgery
0.15
gcs_verbal_apache
0.12
icu_type
0.11
gcs_eyes_apache
0.09
gcs_motor_apache
0.08
gender
0.04
ethnicity
0.03
diabetes_mellitus
0.02
gcs_unable_apache
0.02
MOST FREQUENT VALUES
23.0
2,482
10.4%
202
10.7%
24.0
2,436
10.3%
206
10.9%
22.0
2,224
9.4%
162
8.5%
25.0
2,084
8.8%
160
8.4%
21.0
1,810
7.6%
151
8.0%
26.0
1,614
6.8%
127
6.7%
20.0
1,416
6.0%
107
5.6%
27.0
1,222
5.1%
89
4.7%
19.0
1,051
4.4%
83
4.4%
28.0
894
3.8%
79
4.2%
18.0
822
3.5%
77
4.1%
17.0
628
2.6%
62
3.3%
29.0
551
2.3%
43
2.3%
16.0
526
2.2%
29
1.5%
15.0
383
1.6%
30
1.6%
SMALLEST VALUES
6.0
212
0.9%
16
0.8%
6.9
2
0.0%
0
0.0%
7.0
99
0.4%
5
0.3%
7.9
1
0.0%
0
0.0%
8.0
112
0.5%
5
0.3%
8.2
1
0.0%
0
0.0%
8.4
1
0.0%
0
0.0%
9.0
94
0.4%
10
0.5%
9.1
1
0.0%
0
0.0%
9.3
1
0.0%
0
0.0%
9.5
1
0.0%
0
0.0%
10.0
144
0.6%
11
0.6%
10.1
1
0.0%
1
0.1%
10.3
1
0.0%
0
0.0%
10.4
2
0.0%
0
0.0%
LARGEST VALUES
39.0
108
0.5%
0
0.0%
38.1
1
0.0%
0
0.0%
38.0
35
0.1%
8
0.4%
37.8
1
0.0%
0
0.0%
37.6
2
0.0%
0
0.0%
37.0
46
0.2%
5
0.3%
36.7
1
0.0%
0
0.0%
36.3
2
0.0%
0
0.0%
36.0
65
0.3%
6
0.3%
35.6
1
0.0%
0
0.0%
35.4
1
0.0%
1
0.1%
35.0
78
0.3%
4
0.2%
34.9
1
0.0%
0
0.0%
34.6
1
0.0%
0
0.0%
34.0
104
0.4%
4
0.2%
h1_hco3_min
MISSING:
106,395
(82%)
8,338
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hco3_max
0.99
d1_hco3_min
0.92
d1_hco3_max
0.77
d1_arterial_pco2_min
0.55
paco2_apache
0.46
paco2_for_ph_apache
0.46
h1_arterial_pco2_min
0.46
h1_arterial_pco2_max
0.44
h1_arterial_ph_max
0.41
d1_arterial_pco2_max
0.41
h1_arterial_ph_min
0.41
d1_arterial_ph_min
0.39
h1_lactate_min
-0.39
h1_lactate_max
-0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.19
ventilated_apache
0.17
icu_admit_source
0.17
apache_post_operative
0.16
intubated_apache
0.15
elective_surgery
0.15
gcs_verbal_apache
0.12
icu_type
0.11
gcs_eyes_apache
0.09
gcs_motor_apache
0.08
gender
0.04
ethnicity
0.03
diabetes_mellitus
0.02
gcs_unable_apache
0.02
MOST FREQUENT VALUES
23.0
2,522
10.6%
205
10.8%
24.0
2,439
10.3%
205
10.8%
22.0
2,243
9.4%
165
8.7%
25.0
2,078
8.7%
166
8.8%
21.0
1,835
7.7%
156
8.2%
26.0
1,616
6.8%
123
6.5%
20.0
1,426
6.0%
107
5.6%
27.0
1,214
5.1%
91
4.8%
19.0
1,058
4.5%
82
4.3%
28.0
892
3.8%
78
4.1%
18.0
834
3.5%
76
4.0%
17.0
638
2.7%
62
3.3%
29.0
549
2.3%
42
2.2%
16.0
532
2.2%
32
1.7%
15.0
386
1.6%
29
1.5%
SMALLEST VALUES
6.0
214
0.9%
16
0.8%
6.7
1
0.0%
0
0.0%
6.9
2
0.0%
0
0.0%
7.0
101
0.4%
6
0.3%
7.9
1
0.0%
0
0.0%
8.0
115
0.5%
4
0.2%
8.2
1
0.0%
0
0.0%
8.4
1
0.0%
0
0.0%
9.0
100
0.4%
10
0.5%
9.1
2
0.0%
0
0.0%
9.3
1
0.0%
0
0.0%
9.5
1
0.0%
0
0.0%
10.0
142
0.6%
12
0.6%
10.1
1
0.0%
1
0.1%
10.4
2
0.0%
0
0.0%
LARGEST VALUES
39.0
105
0.4%
0
0.0%
38.1
1
0.0%
0
0.0%
38.0
37
0.2%
8
0.4%
37.8
1
0.0%
0
0.0%
37.6
1
0.0%
0
0.0%
37.0
46
0.2%
5
0.3%
36.7
1
0.0%
0
0.0%
36.3
1
0.0%
0
0.0%
36.0
65
0.3%
5
0.3%
35.6
1
0.0%
0
0.0%
35.4
1
0.0%
1
0.1%
35.0
78
0.3%
5
0.3%
34.6
1
0.0%
0
0.0%
34.0
105
0.4%
4
0.2%
33.4
1
0.0%
0
0.0%
h1_hemaglobin_max
MISSING:
102,790
(79%)
8,045
(79%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hemaglobin_min
0.96
h1_hematocrit_max
0.96
h1_hematocrit_min
0.94
d1_hemaglobin_max
0.92
d1_hematocrit_max
0.90
d1_hemaglobin_min
0.87
d1_hematocrit_min
0.85
hematocrit_apache
0.84
h1_albumin_max
0.46
h1_albumin_min
0.46
d1_albumin_max
0.39
d1_albumin_min
0.37
albumin_apache
0.36
h1_diasbp_min
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.26
icu_admit_source
0.25
apache_post_operative
0.24
elective_surgery
0.22
ventilated_apache
0.22
intubated_apache
0.21
icu_type
0.18
gcs_verbal_apache
0.14
gcs_eyes_apache
0.11
gcs_motor_apache
0.11
gender
0.06
icu_stay_type
0.03
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
10.9
493
1.8%
45
2.1%
11.2
480
1.8%
35
1.6%
11.6
467
1.7%
39
1.8%
10.5
461
1.7%
37
1.7%
11.5
453
1.7%
38
1.7%
11.4
452
1.7%
43
2.0%
10.6
449
1.6%
23
1.1%
10.7
448
1.6%
30
1.4%
11.3
448
1.6%
44
2.0%
10.2
443
1.6%
33
1.5%
11.9
437
1.6%
34
1.6%
9.9
434
1.6%
30
1.4%
10.3
434
1.6%
37
1.7%
11.7
428
1.6%
34
1.6%
10.4
422
1.5%
31
1.4%
SMALLEST VALUES
5.1
154
0.6%
0
0.0%
5.2
13
0.0%
1
0.0%
5.3
10
0.0%
1
0.0%
5.4
26
0.1%
1
0.0%
5.5
19
0.1%
1
0.0%
5.6
24
0.1%
1
0.0%
5.7
27
0.1%
2
0.1%
5.8
23
0.1%
1
0.0%
5.9
25
0.1%
1
0.0%
6.0
41
0.1%
3
0.1%
6.1
35
0.1%
2
0.1%
6.2
23
0.1%
6
0.3%
6.3
46
0.2%
2
0.1%
6.4
62
0.2%
3
0.1%
6.5
52
0.2%
3
0.1%
LARGEST VALUES
17.4
126
0.5%
0
0.0%
17.3
17
0.1%
3
0.1%
17.2
22
0.1%
0
0.0%
17.1
26
0.1%
0
0.0%
17.0
22
0.1%
2
0.1%
16.9
20
0.1%
3
0.1%
16.8
22
0.1%
1
0.0%
16.7
36
0.1%
4
0.2%
16.6
26
0.1%
3
0.1%
16.5
32
0.1%
6
0.3%
16.4
34
0.1%
3
0.1%
16.3
43
0.2%
4
0.2%
16.2
58
0.2%
4
0.2%
16.1
52
0.2%
2
0.1%
16.0
63
0.2%
5
0.2%
h1_hemaglobin_min
MISSING:
102,790
(79%)
8,045
(79%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hemaglobin_max
0.96
h1_hematocrit_min
0.96
h1_hematocrit_max
0.95
d1_hemaglobin_max
0.90
d1_hemaglobin_min
0.89
d1_hematocrit_max
0.88
d1_hematocrit_min
0.86
hematocrit_apache
0.84
h1_albumin_max
0.47
h1_albumin_min
0.47
d1_albumin_max
0.39
d1_albumin_min
0.37
albumin_apache
0.36
h1_diasbp_min
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.25
icu_admit_source
0.24
apache_post_operative
0.24
elective_surgery
0.22
ventilated_apache
0.22
intubated_apache
0.20
icu_type
0.17
gcs_verbal_apache
0.14
gcs_eyes_apache
0.11
gcs_motor_apache
0.10
gender
0.06
icu_stay_type
0.03
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
11.2
508
1.9%
44
2.0%
10.2
463
1.7%
37
1.7%
11.6
463
1.7%
40
1.8%
10.9
459
1.7%
40
1.8%
9.9
458
1.7%
37
1.7%
10.5
454
1.7%
40
1.8%
8.8
439
1.6%
29
1.3%
11.5
435
1.6%
32
1.5%
11.3
431
1.6%
39
1.8%
10.7
431
1.6%
26
1.2%
10.6
427
1.6%
21
1.0%
10.3
424
1.5%
34
1.6%
11.9
423
1.5%
32
1.5%
11.4
421
1.5%
39
1.8%
11.1
413
1.5%
33
1.5%
SMALLEST VALUES
5.0
162
0.6%
0
0.0%
5.1
15
0.1%
16
0.7%
5.2
15
0.1%
3
0.1%
5.3
9
0.0%
0
0.0%
5.4
34
0.1%
1
0.0%
5.5
20
0.1%
1
0.0%
5.6
24
0.1%
2
0.1%
5.7
29
0.1%
2
0.1%
5.8
36
0.1%
2
0.1%
5.9
25
0.1%
2
0.1%
6.0
41
0.1%
3
0.1%
6.1
40
0.1%
5
0.2%
6.2
27
0.1%
4
0.2%
6.3
47
0.2%
2
0.1%
6.4
64
0.2%
3
0.1%
LARGEST VALUES
17.3
128
0.5%
2
0.1%
17.2
20
0.1%
0
0.0%
17.1
25
0.1%
0
0.0%
17.0
21
0.1%
3
0.1%
16.9
20
0.1%
3
0.1%
16.8
19
0.1%
1
0.0%
16.7
32
0.1%
4
0.2%
16.6
27
0.1%
3
0.1%
16.5
28
0.1%
6
0.3%
16.4
32
0.1%
3
0.1%
16.3
44
0.2%
3
0.1%
16.2
52
0.2%
4
0.2%
16.1
48
0.2%
2
0.1%
16.0
59
0.2%
4
0.2%
15.9
77
0.3%
7
0.3%
h1_hematocrit_max
MISSING:
102,956
(79%)
8,039
(79%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hematocrit_min
0.97
h1_hemaglobin_max
0.96
h1_hemaglobin_min
0.95
d1_hematocrit_max
0.93
d1_hemaglobin_max
0.89
d1_hematocrit_min
0.87
hematocrit_apache
0.87
d1_hemaglobin_min
0.86
h1_albumin_max
0.46
h1_albumin_min
0.46
d1_albumin_max
0.38
d1_albumin_min
0.37
albumin_apache
0.35
h1_diasbp_min
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.26
icu_admit_source
0.24
apache_post_operative
0.24
elective_surgery
0.22
intubated_apache
0.22
ventilated_apache
0.22
icu_type
0.17
gcs_verbal_apache
0.14
gcs_eyes_apache
0.10
gcs_motor_apache
0.10
gender
0.06
icu_stay_type
0.03
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
33.0
343
1.3%
33
1.5%
32.0
326
1.2%
29
1.3%
31.0
316
1.2%
26
1.2%
34.0
311
1.1%
25
1.1%
30.0
291
1.1%
37
1.7%
35.0
291
1.1%
16
0.7%
36.0
284
1.0%
32
1.5%
29.0
274
1.0%
22
1.0%
38.0
270
1.0%
23
1.0%
39.0
263
1.0%
12
0.5%
37.0
262
1.0%
21
1.0%
28.0
245
0.9%
21
1.0%
26.0
236
0.9%
28
1.3%
40.0
235
0.9%
18
0.8%
27.0
196
0.7%
20
0.9%
SMALLEST VALUES
16.0
144
0.5%
1
0.0%
16.1
10
0.0%
0
0.0%
16.2
3
0.0%
0
0.0%
16.3
2
0.0%
0
0.0%
16.4
10
0.0%
1
0.0%
16.5
9
0.0%
0
0.0%
16.6
4
0.0%
0
0.0%
16.7
3
0.0%
0
0.0%
16.8
3
0.0%
0
0.0%
16.9
6
0.0%
1
0.0%
17.0
15
0.1%
1
0.0%
17.1
6
0.0%
0
0.0%
17.2
7
0.0%
0
0.0%
17.3
10
0.0%
0
0.0%
17.4
11
0.0%
1
0.0%
LARGEST VALUES
51.7
132
0.5%
0
0.0%
51.6
4
0.0%
1
0.0%
51.5
7
0.0%
0
0.0%
51.4
4
0.0%
0
0.0%
51.3
8
0.0%
0
0.0%
51.2
9
0.0%
0
0.0%
51.1
10
0.0%
0
0.0%
51.0
8
0.0%
0
0.0%
50.9
2
0.0%
0
0.0%
50.8
10
0.0%
0
0.0%
50.7
5
0.0%
0
0.0%
50.6
4
0.0%
0
0.0%
50.5
7
0.0%
0
0.0%
50.4
7
0.0%
0
0.0%
50.3
8
0.0%
3
0.1%
h1_hematocrit_min
MISSING:
102,956
(79%)
8,039
(79%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_hematocrit_max
0.97
h1_hemaglobin_min
0.96
h1_hemaglobin_max
0.94
d1_hematocrit_max
0.91
d1_hematocrit_min
0.89
d1_hemaglobin_min
0.87
d1_hemaglobin_max
0.87
hematocrit_apache
0.86
h1_albumin_max
0.46
h1_albumin_min
0.46
d1_albumin_max
0.36
d1_albumin_min
0.35
albumin_apache
0.33
h1_diasbp_min
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.25
icu_admit_source
0.24
apache_post_operative
0.23
elective_surgery
0.22
intubated_apache
0.21
ventilated_apache
0.21
icu_type
0.16
gcs_verbal_apache
0.13
gcs_eyes_apache
0.10
gcs_motor_apache
0.09
gender
0.06
icu_stay_type
0.03
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
33.0
361
1.3%
37
1.7%
26.0
360
1.3%
37
1.7%
31.0
358
1.3%
29
1.3%
29.0
336
1.2%
26
1.2%
28.0
332
1.2%
34
1.5%
32.0
328
1.2%
31
1.4%
30.0
326
1.2%
44
2.0%
34.0
325
1.2%
26
1.2%
36.0
288
1.1%
31
1.4%
35.0
283
1.0%
18
0.8%
27.0
275
1.0%
31
1.4%
37.0
269
1.0%
20
0.9%
38.0
264
1.0%
22
1.0%
39.0
252
0.9%
13
0.6%
25.0
251
0.9%
20
0.9%
SMALLEST VALUES
15.5
145
0.5%
2
0.1%
15.6
7
0.0%
0
0.0%
15.7
2
0.0%
0
0.0%
15.8
2
0.0%
1
0.0%
15.9
4
0.0%
0
0.0%
16.0
17
0.1%
1
0.0%
16.1
11
0.0%
0
0.0%
16.2
4
0.0%
0
0.0%
16.3
2
0.0%
1
0.0%
16.4
9
0.0%
2
0.1%
16.5
8
0.0%
0
0.0%
16.6
5
0.0%
0
0.0%
16.7
3
0.0%
0
0.0%
16.8
3
0.0%
1
0.0%
16.9
7
0.0%
1
0.0%
LARGEST VALUES
51.5
129
0.5%
0
0.0%
51.4
4
0.0%
0
0.0%
51.3
7
0.0%
0
0.0%
51.2
9
0.0%
0
0.0%
51.1
9
0.0%
0
0.0%
51.0
7
0.0%
0
0.0%
50.9
2
0.0%
0
0.0%
50.8
10
0.0%
0
0.0%
50.7
5
0.0%
0
0.0%
50.6
5
0.0%
0
0.0%
50.5
7
0.0%
0
0.0%
50.4
7
0.0%
0
0.0%
50.3
8
0.0%
3
0.1%
50.2
5
0.0%
0
0.0%
50.1
7
0.0%
0
0.0%
h1_inr_max
MISSING:
81,213
(62%)
6,036
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_inr_max
1.00
d1_inr_min
0.89
h1_inr_min
0.89
d1_lactate_min
0.31
d1_lactate_max
0.31
h1_lactate_min
0.30
h1_lactate_max
0.29
d1_bun_min
0.22
d1_bun_max
0.22
bun_apache
0.22
h1_bilirubin_max
0.21
h1_bilirubin_min
0.21
h1_bun_max
0.21
h1_bun_min
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.16
intubated_apache
0.15
gcs_verbal_apache
0.13
gcs_motor_apache
0.12
gcs_eyes_apache
0.12
hospital_admit_source
0.11
cirrhosis
0.08
icu_admit_source
0.08
hepatic_failure
0.08
icu_type
0.07
gender
0.03
ethnicity
0.03
arf_apache
0.03
gcs_unable_apache
0.03
MOST FREQUENT VALUES
1.1
7,295
14.9%
588
14.0%
1.2
6,097
12.5%
462
11.0%
1.0
4,932
10.1%
441
10.5%
1.3
4,155
8.5%
349
8.3%
1.4
3,258
6.7%
279
6.6%
1.5
2,084
4.3%
172
4.1%
1.6
1,620
3.3%
135
3.2%
1.7
1,112
2.3%
78
1.9%
1.8
911
1.9%
79
1.9%
0.9
792
1.6%
77
1.8%
1.9
723
1.5%
52
1.2%
2.0
571
1.2%
51
1.2%
2.1
503
1.0%
48
1.1%
2.2
430
0.9%
40
1.0%
2.3
366
0.7%
32
0.8%
SMALLEST VALUES
0.9
792
1.6%
77
1.8%
0.91
23
0.0%
9
0.2%
0.92
37
0.1%
6
0.1%
0.93
51
0.1%
1
0.0%
0.94
41
0.1%
6
0.1%
0.95
61
0.1%
9
0.2%
0.96
70
0.1%
6
0.1%
0.97
101
0.2%
9
0.2%
0.98
102
0.2%
15
0.4%
0.99
109
0.2%
8
0.2%
1.0
4,932
10.1%
441
10.5%
1.01
135
0.3%
14
0.3%
1.02
135
0.3%
15
0.4%
1.03
179
0.4%
21
0.5%
1.04
193
0.4%
13
0.3%
LARGEST VALUES
7.756
245
0.5%
0
0.0%
7.7
9
0.0%
1
0.0%
7.69
1
0.0%
0
0.0%
7.66
1
0.0%
0
0.0%
7.64
1
0.0%
0
0.0%
7.63
1
0.0%
0
0.0%
7.6
9
0.0%
0
0.0%
7.56
1
0.0%
0
0.0%
7.51
1
0.0%
1
0.0%
7.5
10
0.0%
0
0.0%
7.44
1
0.0%
0
0.0%
7.4
17
0.0%
4
0.1%
7.35
2
0.0%
0
0.0%
7.34
1
0.0%
0
0.0%
7.31
1
0.0%
0
0.0%
h1_inr_min
MISSING:
81,213
(62%)
6,036
(59%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_inr_min
1.00
d1_inr_max
0.89
h1_inr_max
0.89
d1_lactate_min
0.28
h1_lactate_min
0.26
d1_lactate_max
0.25
h1_lactate_max
0.25
d1_bun_min
0.23
h1_bun_max
0.23
h1_bun_min
0.23
bun_apache
0.22
d1_bun_max
0.22
h1_bilirubin_max
0.21
h1_bilirubin_min
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.16
intubated_apache
0.15
gcs_verbal_apache
0.12
hospital_admit_source
0.12
gcs_motor_apache
0.12
gcs_eyes_apache
0.11
cirrhosis
0.08
icu_admit_source
0.08
hepatic_failure
0.08
icu_type
0.07
gender
0.04
ethnicity
0.03
arf_apache
0.03
gcs_unable_apache
0.03
MOST FREQUENT VALUES
1.1
8,072
16.5%
671
16.0%
1.2
6,391
13.1%
494
11.8%
1.0
5,777
11.8%
513
12.2%
1.3
4,231
8.6%
336
8.0%
1.4
3,080
6.3%
276
6.6%
1.5
1,890
3.9%
147
3.5%
1.6
1,427
2.9%
121
2.9%
0.9
1,040
2.1%
95
2.3%
1.7
974
2.0%
79
1.9%
1.8
788
1.6%
67
1.6%
1.9
609
1.2%
37
0.9%
2.0
500
1.0%
38
0.9%
2.1
434
0.9%
45
1.1%
2.2
387
0.8%
31
0.7%
2.3
323
0.7%
32
0.8%
SMALLEST VALUES
0.9
1,040
2.1%
95
2.3%
0.91
24
0.0%
10
0.2%
0.92
44
0.1%
8
0.2%
0.93
59
0.1%
1
0.0%
0.94
49
0.1%
5
0.1%
0.95
74
0.2%
12
0.3%
0.96
83
0.2%
9
0.2%
0.97
123
0.3%
11
0.3%
0.98
113
0.2%
17
0.4%
0.99
117
0.2%
8
0.2%
1.0
5,777
11.8%
513
12.2%
1.01
153
0.3%
15
0.4%
1.02
159
0.3%
20
0.5%
1.03
191
0.4%
23
0.5%
1.04
211
0.4%
18
0.4%
LARGEST VALUES
6.127000000000001
245
0.5%
0
0.0%
6.12
2
0.0%
0
0.0%
6.1
14
0.0%
0
0.0%
6.09
1
0.0%
0
0.0%
6.05
1
0.0%
0
0.0%
6.0
15
0.0%
20
0.5%
5.93
1
0.0%
0
0.0%
5.92
2
0.0%
0
0.0%
5.9
17
0.0%
1
0.0%
5.88
2
0.0%
0
0.0%
5.85
1
0.0%
0
0.0%
5.82
1
0.0%
0
0.0%
5.8
10
0.0%
2
0.0%
5.74
1
0.0%
0
0.0%
5.73
1
0.0%
0
0.0%
h1_lactate_max
MISSING:
118,467
(91%)
9,421
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_lactate_min
0.99
d1_lactate_max
0.93
d1_lactate_min
0.78
h1_arterial_ph_min
-0.44
d1_arterial_ph_min
-0.43
h1_arterial_ph_max
-0.40
h1_hco3_min
-0.38
d1_hco3_min
-0.38
h1_hco3_max
-0.37
ph_apache
-0.31
d1_temp_min
-0.30
d1_inr_max
0.29
h1_inr_max
0.29
temp_apache
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_motor_apache
0.18
gcs_eyes_apache
0.17
gcs_verbal_apache
0.16
ventilated_apache
0.15
intubated_apache
0.13
icu_type
0.06
hospital_admit_source
0.05
icu_admit_source
0.04
cirrhosis
0.04
ethnicity
0.03
hepatic_failure
0.03
elective_surgery
0.03
icu_stay_type
0.02
gcs_unable_apache
0.02
MOST FREQUENT VALUES
1.0
446
3.8%
32
3.9%
1.1
427
3.7%
32
3.9%
1.2
427
3.7%
25
3.1%
1.3
393
3.4%
25
3.1%
1.6
385
3.3%
29
3.6%
0.9
383
3.3%
29
3.6%
1.4
374
3.2%
33
4.1%
1.5
365
3.1%
33
4.1%
1.8
347
3.0%
21
2.6%
0.8
337
2.9%
23
2.8%
1.7
334
2.9%
30
3.7%
1.9
325
2.8%
18
2.2%
2.0
295
2.5%
23
2.8%
2.1
278
2.4%
19
2.3%
0.7
262
2.2%
20
2.5%
SMALLEST VALUES
0.4
70
0.6%
7
0.9%
0.44
1
0.0%
0
0.0%
0.45
1
0.0%
0
0.0%
0.49
2
0.0%
0
0.0%
0.5
105
0.9%
9
1.1%
0.52
3
0.0%
0
0.0%
0.53
1
0.0%
0
0.0%
0.54
1
0.0%
0
0.0%
0.55
2
0.0%
0
0.0%
0.56
2
0.0%
1
0.1%
0.57
2
0.0%
0
0.0%
0.6
182
1.6%
27
3.3%
0.61
1
0.0%
0
0.0%
0.62
1
0.0%
0
0.0%
0.63
1
0.0%
0
0.0%
LARGEST VALUES
18.1
58
0.5%
0
0.0%
18.0
6
0.1%
0
0.0%
17.9
1
0.0%
0
0.0%
17.7
1
0.0%
0
0.0%
17.6
1
0.0%
0
0.0%
17.4
2
0.0%
0
0.0%
17.3
1
0.0%
0
0.0%
17.2
1
0.0%
0
0.0%
17.1
1
0.0%
0
0.0%
17.0
4
0.0%
0
0.0%
16.9
3
0.0%
0
0.0%
16.8
3
0.0%
0
0.0%
16.6
1
0.0%
0
0.0%
16.5
1
0.0%
0
0.0%
16.4
1
0.0%
0
0.0%
h1_lactate_min
MISSING:
118,467
(91%)
9,421
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_lactate_max
0.99
d1_lactate_max
0.92
d1_lactate_min
0.79
h1_arterial_ph_min
-0.43
d1_arterial_ph_min
-0.43
h1_arterial_ph_max
-0.40
h1_hco3_min
-0.39
d1_hco3_min
-0.38
h1_hco3_max
-0.38
ph_apache
-0.31
d1_temp_min
-0.30
d1_inr_max
0.30
h1_inr_max
0.30
temp_apache
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gcs_motor_apache
0.18
gcs_eyes_apache
0.17
gcs_verbal_apache
0.16
ventilated_apache
0.15
intubated_apache
0.13
icu_type
0.06
hospital_admit_source
0.05
icu_admit_source
0.04
cirrhosis
0.04
ethnicity
0.03
hepatic_failure
0.03
elective_surgery
0.03
icu_stay_type
0.02
apache_post_operative
0.02
MOST FREQUENT VALUES
1.0
456
3.9%
31
3.8%
1.2
433
3.7%
23
2.8%
1.1
432
3.7%
30
3.7%
1.3
398
3.4%
24
3.0%
0.9
395
3.4%
33
4.1%
1.6
387
3.3%
29
3.6%
1.4
378
3.2%
32
3.9%
1.5
366
3.1%
37
4.6%
1.8
360
3.1%
21
2.6%
0.8
350
3.0%
24
3.0%
1.7
340
2.9%
29
3.6%
1.9
322
2.8%
19
2.3%
2.0
298
2.5%
23
2.8%
2.1
282
2.4%
19
2.3%
0.7
268
2.3%
22
2.7%
SMALLEST VALUES
0.4
71
0.6%
8
1.0%
0.44
1
0.0%
0
0.0%
0.45
1
0.0%
0
0.0%
0.47
1
0.0%
0
0.0%
0.49
2
0.0%
0
0.0%
0.5
113
1.0%
11
1.4%
0.52
3
0.0%
0
0.0%
0.53
2
0.0%
0
0.0%
0.54
1
0.0%
0
0.0%
0.55
2
0.0%
0
0.0%
0.56
2
0.0%
1
0.1%
0.57
2
0.0%
0
0.0%
0.59
1
0.0%
0
0.0%
0.6
197
1.7%
26
3.2%
0.61
1
0.0%
0
0.0%
LARGEST VALUES
18.0195
59
0.5%
0
0.0%
18.0
5
0.0%
0
0.0%
17.9
1
0.0%
0
0.0%
17.7
1
0.0%
0
0.0%
17.6
1
0.0%
0
0.0%
17.4
1
0.0%
0
0.0%
17.3
1
0.0%
0
0.0%
17.2
1
0.0%
0
0.0%
17.0
4
0.0%
0
0.0%
16.9
3
0.0%
0
0.0%
16.8
3
0.0%
0
0.0%
16.6
1
0.0%
0
0.0%
16.5
1
0.0%
0
0.0%
16.4
1
0.0%
0
0.0%
16.0
3
0.0%
0
0.0%
h1_platelets_max
MISSING:
105,729
(81%)
8,196
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_platelets_min
1.00
d1_platelets_max
0.98
d1_platelets_min
0.94
d1_wbc_min
0.28
h1_wbc_min
0.26
h1_wbc_max
0.26
wbc_apache
0.25
d1_wbc_max
0.24
apache_3j_diagnosis
-0.18
d1_bilirubin_max
-0.18
bilirubin_apache
-0.17
h1_bilirubin_max
-0.17
h1_bilirubin_min
-0.17
d1_bilirubin_min
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.20
icu_admit_source
0.18
apache_post_operative
0.17
ventilated_apache
0.17
intubated_apache
0.16
elective_surgery
0.15
icu_type
0.12
gcs_verbal_apache
0.11
gcs_eyes_apache
0.08
gcs_motor_apache
0.08
gcs_unable_apache
0.02
icu_stay_type
0.02
ethnicity
0.02
cirrhosis
0.02
MOST FREQUENT VALUES
173.0
156
0.6%
11
0.5%
157.0
141
0.6%
11
0.5%
133.0
139
0.6%
11
0.5%
175.0
138
0.6%
4
0.2%
178.0
138
0.6%
6
0.3%
144.0
138
0.6%
3
0.1%
183.0
137
0.6%
11
0.5%
158.0
136
0.6%
13
0.6%
182.0
136
0.6%
7
0.3%
168.0
135
0.6%
11
0.5%
184.0
135
0.6%
8
0.4%
152.0
135
0.6%
12
0.6%
136.0
134
0.5%
19
0.9%
153.0
134
0.5%
9
0.4%
166.0
134
0.5%
9
0.4%
SMALLEST VALUES
20.0
127
0.5%
0
0.0%
21.0
14
0.1%
0
0.0%
22.0
6
0.0%
0
0.0%
23.0
9
0.0%
0
0.0%
24.0
17
0.1%
0
0.0%
25.0
9
0.0%
0
0.0%
26.0
6
0.0%
1
0.0%
27.0
5
0.0%
0
0.0%
28.0
3
0.0%
1
0.0%
29.0
9
0.0%
0
0.0%
30.0
10
0.0%
1
0.0%
31.0
16
0.1%
0
0.0%
32.0
22
0.1%
1
0.0%
33.0
13
0.1%
1
0.0%
34.0
13
0.1%
0
0.0%
LARGEST VALUES
585.0
121
0.5%
0
0.0%
584.0
3
0.0%
0
0.0%
583.0
1
0.0%
0
0.0%
582.0
1
0.0%
0
0.0%
581.0
2
0.0%
0
0.0%
579.0
2
0.0%
0
0.0%
578.0
1
0.0%
0
0.0%
577.0
2
0.0%
0
0.0%
576.0
3
0.0%
0
0.0%
575.0
3
0.0%
0
0.0%
574.0
3
0.0%
0
0.0%
572.0
1
0.0%
0
0.0%
571.0
5
0.0%
0
0.0%
570.0
2
0.0%
0
0.0%
569.0
1
0.0%
0
0.0%
h1_platelets_min
MISSING:
105,729
(81%)
8,196
(80%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_platelets_max
1.00
d1_platelets_max
0.98
d1_platelets_min
0.94
d1_wbc_min
0.28
h1_wbc_min
0.26
h1_wbc_max
0.25
wbc_apache
0.24
d1_wbc_max
0.23
apache_3j_diagnosis
-0.19
d1_bilirubin_max
-0.18
bilirubin_apache
-0.17
h1_bilirubin_max
-0.17
h1_bilirubin_min
-0.17
d1_bilirubin_min
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.19
icu_admit_source
0.18
apache_post_operative
0.17
ventilated_apache
0.17
intubated_apache
0.16
elective_surgery
0.15
icu_type
0.11
gcs_verbal_apache
0.11
gcs_eyes_apache
0.08
gcs_motor_apache
0.08
gcs_unable_apache
0.02
icu_stay_type
0.02
ethnicity
0.02
cirrhosis
0.02
MOST FREQUENT VALUES
173.0
153
0.6%
11
0.5%
144.0
141
0.6%
3
0.1%
133.0
141
0.6%
10
0.5%
157.0
140
0.6%
12
0.6%
183.0
139
0.6%
11
0.5%
175.0
139
0.6%
4
0.2%
178.0
138
0.6%
7
0.3%
159.0
136
0.6%
11
0.5%
139.0
135
0.6%
8
0.4%
158.0
134
0.5%
13
0.6%
153.0
134
0.5%
10
0.5%
140.0
133
0.5%
9
0.4%
182.0
132
0.5%
7
0.3%
167.0
131
0.5%
10
0.5%
20.0
131
0.5%
0
0.0%
SMALLEST VALUES
20.0
131
0.5%
0
0.0%
21.0
17
0.1%
0
0.0%
22.0
6
0.0%
0
0.0%
23.0
9
0.0%
0
0.0%
24.0
15
0.1%
1
0.0%
25.0
8
0.0%
0
0.0%
26.0
6
0.0%
1
0.0%
27.0
5
0.0%
1
0.0%
28.0
4
0.0%
0
0.0%
29.0
10
0.0%
0
0.0%
30.0
9
0.0%
1
0.0%
31.0
16
0.1%
0
0.0%
32.0
23
0.1%
1
0.0%
33.0
13
0.1%
1
0.0%
34.0
14
0.1%
0
0.0%
LARGEST VALUES
585.0
121
0.5%
0
0.0%
584.0
3
0.0%
0
0.0%
583.0
1
0.0%
0
0.0%
582.0
1
0.0%
0
0.0%
581.0
2
0.0%
0
0.0%
579.0
2
0.0%
0
0.0%
578.0
1
0.0%
0
0.0%
577.0
2
0.0%
0
0.0%
576.0
3
0.0%
0
0.0%
575.0
3
0.0%
0
0.0%
574.0
3
0.0%
0
0.0%
572.0
1
0.0%
0
0.0%
571.0
5
0.0%
0
0.0%
570.0
2
0.0%
0
0.0%
569.0
1
0.0%
0
0.0%
h1_potassium_max
MISSING:
100,821
(77%)
7,879
(77%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_potassium_min
0.95
d1_potassium_max
0.76
d1_potassium_min
0.69
d1_bun_max
0.37
h1_bun_max
0.37
h1_bun_min
0.37
bun_apache
0.37
h1_creatinine_max
0.35
h1_creatinine_min
0.35
d1_bun_min
0.35
d1_creatinine_max
0.35
creatinine_apache
0.34
d1_creatinine_min
0.32
h1_arterial_ph_min
-0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.24
hospital_admit_source
0.24
icu_admit_source
0.22
intubated_apache
0.22
apache_post_operative
0.22
elective_surgery
0.20
icu_type
0.17
gcs_verbal_apache
0.15
gcs_eyes_apache
0.13
gcs_motor_apache
0.12
diabetes_mellitus
0.05
gender
0.05
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
4.1
1,986
6.8%
172
7.3%
4.0
1,973
6.7%
151
6.4%
3.9
1,903
6.5%
161
6.8%
3.8
1,863
6.4%
167
7.1%
4.2
1,812
6.2%
158
6.7%
4.3
1,748
6.0%
123
5.2%
3.7
1,598
5.4%
138
5.9%
4.4
1,429
4.9%
105
4.5%
3.6
1,402
4.8%
129
5.5%
4.5
1,282
4.4%
110
4.7%
3.5
1,213
4.1%
101
4.3%
4.6
1,014
3.5%
81
3.4%
3.4
977
3.3%
79
3.4%
4.7
934
3.2%
74
3.1%
4.8
757
2.6%
38
1.6%
SMALLEST VALUES
2.5
197
0.7%
0
0.0%
2.6
74
0.3%
21
0.9%
2.7
116
0.4%
10
0.4%
2.8
160
0.5%
12
0.5%
2.81
1
0.0%
0
0.0%
2.9
239
0.8%
15
0.6%
2.96
1
0.0%
0
0.0%
3.0
330
1.1%
27
1.1%
3.05
1
0.0%
0
0.0%
3.1
429
1.5%
34
1.4%
3.2
572
1.9%
38
1.6%
3.21
1
0.0%
0
0.0%
3.28
1
0.0%
0
0.0%
3.29
1
0.0%
0
0.0%
3.3
736
2.5%
66
2.8%
LARGEST VALUES
7.2
140
0.5%
0
0.0%
7.1
20
0.1%
0
0.0%
7.0
29
0.1%
12
0.5%
6.9
32
0.1%
2
0.1%
6.8
43
0.1%
3
0.1%
6.7
55
0.2%
4
0.2%
6.61
1
0.0%
0
0.0%
6.6
50
0.2%
6
0.3%
6.58
1
0.0%
0
0.0%
6.55
1
0.0%
0
0.0%
6.54
1
0.0%
0
0.0%
6.53
1
0.0%
0
0.0%
6.52
1
0.0%
0
0.0%
6.5
73
0.2%
5
0.2%
6.4
71
0.2%
5
0.2%
h1_potassium_min
MISSING:
100,821
(77%)
7,879
(77%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_potassium_max
0.95
d1_potassium_max
0.74
d1_potassium_min
0.71
d1_bun_max
0.38
bun_apache
0.38
h1_bun_min
0.38
h1_bun_max
0.38
d1_bun_min
0.36
h1_creatinine_min
0.36
h1_creatinine_max
0.36
d1_creatinine_max
0.35
creatinine_apache
0.35
d1_creatinine_min
0.33
h1_arterial_ph_max
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.23
hospital_admit_source
0.23
icu_admit_source
0.22
intubated_apache
0.21
apache_post_operative
0.21
elective_surgery
0.20
icu_type
0.16
gcs_verbal_apache
0.15
gcs_eyes_apache
0.12
gcs_motor_apache
0.12
diabetes_mellitus
0.05
gender
0.05
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
4.1
2,013
6.9%
169
7.2%
3.9
1,945
6.6%
166
7.0%
3.8
1,944
6.6%
169
7.2%
4.0
1,940
6.6%
160
6.8%
4.2
1,786
6.1%
161
6.8%
3.7
1,690
5.8%
147
6.2%
4.3
1,652
5.6%
108
4.6%
3.6
1,463
5.0%
140
5.9%
4.4
1,418
4.8%
109
4.6%
3.5
1,294
4.4%
111
4.7%
4.5
1,211
4.1%
110
4.7%
3.4
1,061
3.6%
76
3.2%
4.6
969
3.3%
77
3.3%
4.7
861
2.9%
62
2.6%
3.3
802
2.7%
72
3.1%
SMALLEST VALUES
2.5
227
0.8%
0
0.0%
2.6
82
0.3%
10
0.4%
2.7
132
0.4%
15
0.6%
2.8
188
0.6%
14
0.6%
2.9
269
0.9%
13
0.6%
2.96
1
0.0%
0
0.0%
3.0
357
1.2%
32
1.4%
3.05
1
0.0%
0
0.0%
3.1
465
1.6%
33
1.4%
3.2
624
2.1%
47
2.0%
3.21
1
0.0%
0
0.0%
3.28
1
0.0%
0
0.0%
3.29
1
0.0%
0
0.0%
3.3
802
2.7%
72
3.1%
3.4
1,061
3.6%
76
3.2%
LARGEST VALUES
7.1
144
0.5%
0
0.0%
7.0
23
0.1%
12
0.5%
6.9
29
0.1%
2
0.1%
6.8
41
0.1%
2
0.1%
6.7
50
0.2%
4
0.2%
6.6
41
0.1%
6
0.3%
6.58
1
0.0%
0
0.0%
6.54
1
0.0%
0
0.0%
6.53
1
0.0%
0
0.0%
6.52
1
0.0%
0
0.0%
6.5
68
0.2%
4
0.2%
6.4
63
0.2%
2
0.1%
6.3
70
0.2%
1
0.0%
6.2
83
0.3%
7
0.3%
6.1
114
0.4%
9
0.4%
h1_sodium_max
MISSING:
101,781
(78%)
7,965
(78%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sodium_min
0.98
d1_sodium_min
0.89
sodium_apache
0.86
d1_sodium_max
0.83
d1_platelets_min
-0.16
h1_platelets_min
-0.16
h1_platelets_max
-0.15
h1_potassium_min
-0.14
apache_3j_diagnosis
0.14
d1_platelets_max
-0.13
h1_potassium_max
-0.13
h1_glucose_min
-0.12
h1_lactate_max
0.12
h1_lactate_min
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.22
hospital_admit_source
0.22
icu_admit_source
0.21
apache_post_operative
0.20
intubated_apache
0.20
elective_surgery
0.19
gcs_verbal_apache
0.16
icu_type
0.14
gcs_eyes_apache
0.13
gcs_motor_apache
0.12
diabetes_mellitus
0.04
gender
0.04
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
139.0
2,725
9.6%
235
10.4%
140.0
2,643
9.3%
222
9.8%
138.0
2,621
9.2%
240
10.6%
141.0
2,352
8.3%
194
8.6%
137.0
2,305
8.1%
167
7.4%
136.0
1,942
6.8%
151
6.7%
142.0
1,883
6.6%
125
5.5%
135.0
1,556
5.5%
110
4.8%
143.0
1,435
5.1%
104
4.6%
134.0
1,243
4.4%
79
3.5%
144.0
1,014
3.6%
89
3.9%
133.0
873
3.1%
66
2.9%
145.0
765
2.7%
52
2.3%
132.0
644
2.3%
57
2.5%
131.0
459
1.6%
30
1.3%
SMALLEST VALUES
114.0
178
0.6%
1
0.0%
115.0
26
0.1%
0
0.0%
116.0
42
0.1%
2
0.1%
117.0
46
0.2%
0
0.0%
118.0
40
0.1%
0
0.0%
119.0
48
0.2%
5
0.2%
120.0
41
0.1%
6
0.3%
121.0
59
0.2%
3
0.1%
122.0
57
0.2%
5
0.2%
123.0
92
0.3%
8
0.4%
124.0
80
0.3%
8
0.4%
125.0
138
0.5%
7
0.3%
126.0
137
0.5%
13
0.6%
127.0
191
0.7%
10
0.4%
127.4
1
0.0%
0
0.0%
LARGEST VALUES
157.0
132
0.5%
0
0.0%
156.0
27
0.1%
0
0.0%
155.0
28
0.1%
0
0.0%
154.0
34
0.1%
11
0.5%
153.0
59
0.2%
3
0.1%
152.0
58
0.2%
4
0.2%
151.7
1
0.0%
0
0.0%
151.0
75
0.3%
12
0.5%
150.0
118
0.4%
21
0.9%
149.2
1
0.0%
0
0.0%
149.0
147
0.5%
18
0.8%
148.9
1
0.0%
0
0.0%
148.5
1
0.0%
0
0.0%
148.0
233
0.8%
25
1.1%
147.8
1
0.0%
0
0.0%
h1_sodium_min
MISSING:
101,781
(78%)
7,965
(78%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_sodium_max
0.98
d1_sodium_min
0.90
sodium_apache
0.86
d1_sodium_max
0.81
d1_platelets_min
-0.14
h1_potassium_max
-0.14
h1_platelets_min
-0.14
h1_platelets_max
-0.14
h1_potassium_min
-0.14
apache_3j_diagnosis
0.12
h1_glucose_min
-0.12
d1_platelets_max
-0.12
h1_glucose_max
-0.12
d1_bilirubin_min
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.22
hospital_admit_source
0.22
icu_admit_source
0.21
apache_post_operative
0.20
intubated_apache
0.20
elective_surgery
0.18
gcs_verbal_apache
0.16
icu_type
0.14
gcs_eyes_apache
0.13
gcs_motor_apache
0.12
diabetes_mellitus
0.04
gender
0.04
ethnicity
0.03
gcs_unable_apache
0.02
MOST FREQUENT VALUES
139.0
2,775
9.8%
238
10.5%
138.0
2,684
9.5%
241
10.6%
140.0
2,565
9.0%
215
9.5%
137.0
2,430
8.6%
189
8.3%
141.0
2,216
7.8%
196
8.6%
136.0
2,061
7.3%
178
7.8%
142.0
1,758
6.2%
119
5.2%
135.0
1,660
5.9%
114
5.0%
134.0
1,346
4.7%
81
3.6%
143.0
1,307
4.6%
96
4.2%
144.0
944
3.3%
73
3.2%
133.0
942
3.3%
66
2.9%
132.0
691
2.4%
65
2.9%
145.0
658
2.3%
50
2.2%
131.0
502
1.8%
35
1.5%
SMALLEST VALUES
114.0
183
0.6%
1
0.0%
115.0
26
0.1%
0
0.0%
116.0
42
0.1%
2
0.1%
117.0
47
0.2%
1
0.0%
118.0
40
0.1%
0
0.0%
119.0
47
0.2%
5
0.2%
120.0
40
0.1%
5
0.2%
121.0
60
0.2%
4
0.2%
122.0
60
0.2%
4
0.2%
123.0
99
0.3%
10
0.4%
124.0
84
0.3%
10
0.4%
125.0
141
0.5%
9
0.4%
126.0
153
0.5%
13
0.6%
127.0
196
0.7%
9
0.4%
127.4
1
0.0%
0
0.0%
LARGEST VALUES
157.0
122
0.4%
0
0.0%
156.0
19
0.1%
0
0.0%
155.0
27
0.1%
0
0.0%
154.0
28
0.1%
10
0.4%
153.0
55
0.2%
2
0.1%
152.0
45
0.2%
4
0.2%
151.7
1
0.0%
0
0.0%
151.0
69
0.2%
11
0.5%
150.0
95
0.3%
17
0.7%
149.2
1
0.0%
0
0.0%
149.0
125
0.4%
12
0.5%
148.9
1
0.0%
0
0.0%
148.5
1
0.0%
0
0.0%
148.0
218
0.8%
21
0.9%
147.8
1
0.0%
0
0.0%
h1_wbc_max
MISSING:
105,986
(81%)
8,264
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_wbc_min
1.00
d1_wbc_max
0.93
wbc_apache
0.89
d1_wbc_min
0.87
h1_platelets_max
0.26
d1_platelets_max
0.25
h1_platelets_min
0.25
d1_platelets_min
0.18
h1_glucose_max
0.18
d1_glucose_max
0.17
d1_hco3_min
-0.17
h1_hco3_min
-0.16
h1_glucose_min
0.16
h1_arterial_ph_min
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.24
icu_admit_source
0.23
apache_post_operative
0.23
ventilated_apache
0.23
intubated_apache
0.22
elective_surgery
0.21
icu_type
0.15
gcs_verbal_apache
0.15
gcs_eyes_apache
0.11
gcs_motor_apache
0.11
gender
0.04
gcs_unable_apache
0.03
ethnicity
0.03
icu_stay_type
0.02
MOST FREQUENT VALUES
10.6
176
0.7%
6
0.3%
10.1
164
0.7%
13
0.7%
9.3
162
0.7%
16
0.8%
10.8
159
0.7%
13
0.7%
9.6
159
0.7%
13
0.7%
13.6
158
0.7%
7
0.4%
9.8
158
0.7%
21
1.1%
10.7
156
0.6%
13
0.7%
9.2
156
0.6%
9
0.5%
9.0
155
0.6%
17
0.9%
10.0
155
0.6%
17
0.9%
12.9
155
0.6%
5
0.3%
10.2
154
0.6%
15
0.8%
11.4
153
0.6%
7
0.4%
8.5
151
0.6%
12
0.6%
SMALLEST VALUES
1.1
127
0.5%
0
0.0%
1.11
1
0.0%
0
0.0%
1.13
1
0.0%
0
0.0%
1.18
1
0.0%
0
0.0%
1.19
1
0.0%
0
0.0%
1.2
11
0.0%
2
0.1%
1.22
1
0.0%
0
0.0%
1.24
1
0.0%
0
0.0%
1.27
1
0.0%
0
0.0%
1.28
1
0.0%
0
0.0%
1.3
12
0.0%
1
0.1%
1.39
1
0.0%
0
0.0%
1.4
12
0.0%
0
0.0%
1.41
1
0.0%
0
0.0%
1.46
1
0.0%
0
0.0%
LARGEST VALUES
44.102
121
0.5%
0
0.0%
44.0
2
0.0%
0
0.0%
43.71
1
0.0%
0
0.0%
43.53
1
0.0%
0
0.0%
43.5
1
0.0%
0
0.0%
43.4
1
0.0%
0
0.0%
43.3
3
0.0%
0
0.0%
43.1
2
0.0%
0
0.0%
43.0
1
0.0%
0
0.0%
42.9
1
0.0%
0
0.0%
42.8
2
0.0%
0
0.0%
42.7
1
0.0%
0
0.0%
42.6
1
0.0%
0
0.0%
42.43
1
0.0%
0
0.0%
42.42
1
0.0%
0
0.0%
h1_wbc_min
MISSING:
105,986
(81%)
8,264
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_wbc_max
1.00
d1_wbc_max
0.93
wbc_apache
0.89
d1_wbc_min
0.87
h1_platelets_max
0.26
h1_platelets_min
0.26
d1_platelets_max
0.26
d1_platelets_min
0.19
h1_glucose_max
0.17
d1_glucose_max
0.17
d1_hco3_min
-0.17
h1_hco3_min
-0.16
h1_glucose_min
0.16
h1_hco3_max
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hospital_admit_source
0.24
icu_admit_source
0.23
apache_post_operative
0.23
ventilated_apache
0.23
intubated_apache
0.22
elective_surgery
0.21
icu_type
0.15
gcs_verbal_apache
0.15
gcs_eyes_apache
0.11
gcs_motor_apache
0.11
gender
0.04
gcs_unable_apache
0.03
ethnicity
0.03
icu_stay_type
0.02
MOST FREQUENT VALUES
10.6
173
0.7%
7
0.4%
10.1
162
0.7%
13
0.7%
9.8
162
0.7%
22
1.1%
10.8
161
0.7%
13
0.7%
9.6
160
0.7%
13
0.7%
10.7
160
0.7%
13
0.7%
9.3
159
0.7%
16
0.8%
13.6
157
0.6%
7
0.4%
12.9
157
0.6%
5
0.3%
10.0
157
0.6%
17
0.9%
10.2
155
0.6%
15
0.8%
9.0
154
0.6%
17
0.9%
8.5
154
0.6%
12
0.6%
9.2
154
0.6%
9
0.5%
8.3
154
0.6%
12
0.6%
SMALLEST VALUES
1.0898
121
0.5%
0
0.0%
1.1
10
0.0%
0
0.0%
1.11
1
0.0%
0
0.0%
1.13
1
0.0%
0
0.0%
1.18
1
0.0%
0
0.0%
1.19
1
0.0%
0
0.0%
1.2
10
0.0%
2
0.1%
1.22
1
0.0%
0
0.0%
1.24
1
0.0%
0
0.0%
1.27
1
0.0%
0
0.0%
1.28
1
0.0%
0
0.0%
1.3
12
0.0%
1
0.1%
1.39
1
0.0%
0
0.0%
1.4
11
0.0%
0
0.0%
1.41
1
0.0%
0
0.0%
LARGEST VALUES
44.102
121
0.5%
0
0.0%
44.0
2
0.0%
0
0.0%
43.71
1
0.0%
0
0.0%
43.53
1
0.0%
0
0.0%
43.5
1
0.0%
0
0.0%
43.4
1
0.0%
0
0.0%
43.3
3
0.0%
0
0.0%
43.1
2
0.0%
0
0.0%
43.0
1
0.0%
0
0.0%
42.9
1
0.0%
0
0.0%
42.8
2
0.0%
0
0.0%
42.7
1
0.0%
0
0.0%
42.6
1
0.0%
0
0.0%
42.43
1
0.0%
0
0.0%
42.42
1
0.0%
0
0.0%
d1_arterial_pco2_max
MISSING:
84,461
(65%)
6,411
(63%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_pco2_max
0.91
h1_arterial_pco2_min
0.87
paco2_apache
0.81
paco2_for_ph_apache
0.81
d1_arterial_pco2_min
0.72
d1_hco3_max
0.49
d1_arterial_ph_min
-0.46
d1_hco3_min
0.45
h1_arterial_ph_min
-0.45
h1_hco3_max
0.41
h1_arterial_ph_max
-0.41
h1_hco3_min
0.41
d1_pao2fio2ratio_min
-0.31
ph_apache
-0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.62
intubated_apache
0.56
gcs_verbal_apache
0.40
gcs_eyes_apache
0.36
gcs_motor_apache
0.34
hospital_admit_source
0.19
icu_admit_source
0.16
icu_type
0.16
apache_post_operative
0.14
elective_surgery
0.11
gcs_unable_apache
0.09
gender
0.02
diabetes_mellitus
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
40.0
1,131
2.5%
103
2.7%
42.0
1,130
2.5%
108
2.8%
44.0
1,112
2.4%
93
2.4%
43.0
1,106
2.4%
97
2.5%
41.0
1,091
2.4%
90
2.4%
39.0
1,060
2.3%
94
2.5%
45.0
1,050
2.3%
75
2.0%
38.0
1,040
2.3%
97
2.5%
46.0
992
2.2%
82
2.1%
47.0
931
2.0%
60
1.6%
37.0
916
2.0%
75
2.0%
36.0
888
1.9%
76
2.0%
35.0
833
1.8%
60
1.6%
48.0
782
1.7%
74
1.9%
49.0
757
1.7%
60
1.6%
SMALLEST VALUES
18.4
242
0.5%
0
0.0%
18.5
3
0.0%
0
0.0%
18.6
1
0.0%
0
0.0%
18.7
3
0.0%
0
0.0%
18.8
3
0.0%
0
0.0%
18.9
2
0.0%
0
0.0%
19.0
41
0.1%
0
0.0%
19.1
3
0.0%
0
0.0%
19.2
6
0.0%
0
0.0%
19.3
3
0.0%
0
0.0%
19.4
5
0.0%
0
0.0%
19.5
4
0.0%
0
0.0%
19.6
1
0.0%
0
0.0%
19.7
5
0.0%
0
0.0%
19.8
4
0.0%
0
0.0%
LARGEST VALUES
111.0
218
0.5%
2
0.1%
110.5
1
0.0%
0
0.0%
110.0
5
0.0%
0
0.0%
109.7
2
0.0%
0
0.0%
109.1
1
0.0%
0
0.0%
109.0
13
0.0%
0
0.0%
108.4
2
0.0%
0
0.0%
108.2
2
0.0%
0
0.0%
108.1
1
0.0%
0
0.0%
108.0
13
0.0%
0
0.0%
107.3
1
0.0%
0
0.0%
107.0
15
0.0%
0
0.0%
106.9
1
0.0%
0
0.0%
106.8
1
0.0%
0
0.0%
106.7
1
0.0%
0
0.0%
d1_arterial_pco2_min
MISSING:
84,461
(65%)
6,411
(63%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
paco2_apache
0.83
paco2_for_ph_apache
0.83
h1_arterial_pco2_min
0.75
h1_arterial_pco2_max
0.72
d1_arterial_pco2_max
0.72
d1_hco3_min
0.61
d1_hco3_max
0.58
h1_hco3_min
0.55
h1_hco3_max
0.54
d1_arterial_ph_max
-0.35
d1_calcium_min
0.27
d1_pao2fio2ratio_max
-0.26
d1_lactate_max
-0.24
d1_potassium_min
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.59
intubated_apache
0.51
gcs_verbal_apache
0.38
gcs_eyes_apache
0.33
gcs_motor_apache
0.31
hospital_admit_source
0.18
icu_admit_source
0.15
icu_type
0.14
apache_post_operative
0.13
elective_surgery
0.11
gcs_unable_apache
0.09
gender
0.02
diabetes_mellitus
0.02
icu_stay_type
0.01
MOST FREQUENT VALUES
38.0
1,408
3.1%
131
3.4%
35.0
1,349
3.0%
102
2.7%
37.0
1,344
2.9%
116
3.0%
36.0
1,325
2.9%
124
3.2%
39.0
1,247
2.7%
89
2.3%
34.0
1,219
2.7%
113
3.0%
33.0
1,205
2.6%
118
3.1%
40.0
1,150
2.5%
95
2.5%
41.0
1,107
2.4%
88
2.3%
32.0
1,092
2.4%
92
2.4%
42.0
993
2.2%
87
2.3%
31.0
991
2.2%
98
2.6%
43.0
863
1.9%
54
1.4%
30.0
847
1.9%
68
1.8%
44.0
746
1.6%
62
1.6%
SMALLEST VALUES
14.9
230
0.5%
0
0.0%
15.0
36
0.1%
21
0.5%
15.1
5
0.0%
0
0.0%
15.2
9
0.0%
0
0.0%
15.3
3
0.0%
0
0.0%
15.4
3
0.0%
0
0.0%
15.5
8
0.0%
2
0.1%
15.6
4
0.0%
1
0.0%
15.7
4
0.0%
2
0.1%
15.8
5
0.0%
1
0.0%
15.9
7
0.0%
0
0.0%
16.0
45
0.1%
1
0.0%
16.1
6
0.0%
0
0.0%
16.2
4
0.0%
0
0.0%
16.3
5
0.0%
0
0.0%
LARGEST VALUES
85.912
228
0.5%
0
0.0%
85.9
1
0.0%
0
0.0%
85.7
2
0.0%
0
0.0%
85.6
1
0.0%
0
0.0%
85.3
2
0.0%
0
0.0%
85.2
1
0.0%
0
0.0%
85.1
1
0.0%
0
0.0%
85.0
11
0.0%
0
0.0%
84.9
1
0.0%
1
0.0%
84.7
2
0.0%
0
0.0%
84.4
3
0.0%
0
0.0%
84.2
1
0.0%
0
0.0%
84.1
3
0.0%
1
0.0%
84.0
15
0.0%
1
0.0%
83.9
2
0.0%
0
0.0%
d1_arterial_ph_max
MISSING:
84,807
(65%)
6,485
(63%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ph_apache
0.72
h1_arterial_ph_max
0.61
d1_arterial_ph_min
0.60
h1_arterial_ph_min
0.57
d1_arterial_pco2_min
-0.35
h1_hco3_max
0.30
h1_hco3_min
0.30
d1_lactate_min
-0.28
paco2_apache
-0.27
paco2_for_ph_apache
-0.27
d1_hco3_max
0.27
d1_hco3_min
0.27
d1_potassium_min
-0.26
d1_potassium_max
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.61
intubated_apache
0.59
gcs_verbal_apache
0.43
gcs_eyes_apache
0.37
gcs_motor_apache
0.35
hospital_admit_source
0.19
icu_admit_source
0.17
apache_post_operative
0.15
icu_type
0.15
elective_surgery
0.13
gcs_unable_apache
0.10
gender
0.02
diabetes_mellitus
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
7.4
1,766
3.9%
137
3.7%
7.38
1,751
3.9%
151
4.0%
7.39
1,690
3.7%
150
4.0%
7.41
1,678
3.7%
154
4.1%
7.42
1,607
3.5%
148
3.9%
7.37
1,590
3.5%
145
3.9%
7.36
1,540
3.4%
121
3.2%
7.43
1,473
3.2%
112
3.0%
7.44
1,428
3.1%
144
3.8%
7.35
1,324
2.9%
108
2.9%
7.45
1,242
2.7%
114
3.0%
7.34
1,228
2.7%
91
2.4%
7.33
1,130
2.5%
81
2.2%
7.46
1,095
2.4%
93
2.5%
7.32
995
2.2%
78
2.1%
SMALLEST VALUES
7.05428
269
0.6%
0
0.0%
7.056
1
0.0%
0
0.0%
7.058
1
0.0%
0
0.0%
7.059
2
0.0%
0
0.0%
7.06
21
0.0%
0
0.0%
7.061
2
0.0%
0
0.0%
7.062
1
0.0%
0
0.0%
7.064
3
0.0%
0
0.0%
7.066
2
0.0%
0
0.0%
7.067
1
0.0%
0
0.0%
7.069
1
0.0%
0
0.0%
7.07
17
0.0%
0
0.0%
7.071000000000001
1
0.0%
0
0.0%
7.072
2
0.0%
0
0.0%
7.0729999999999995
1
0.0%
0
0.0%
LARGEST VALUES
7.62
201
0.4%
0
0.0%
7.619
1
0.0%
0
0.0%
7.617999999999999
3
0.0%
0
0.0%
7.617000000000001
2
0.0%
0
0.0%
7.6160000000000005
2
0.0%
0
0.0%
7.615
4
0.0%
0
0.0%
7.614
3
0.0%
0
0.0%
7.6129999999999995
3
0.0%
0
0.0%
7.611000000000001
4
0.0%
0
0.0%
7.61
41
0.1%
16
0.4%
7.609
2
0.0%
3
0.1%
7.607
1
0.0%
1
0.0%
7.606
2
0.0%
0
0.0%
7.605
3
0.0%
0
0.0%
7.604
5
0.0%
0
0.0%
d1_arterial_ph_min
MISSING:
84,807
(65%)
6,485
(63%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_ph_min
0.90
h1_arterial_ph_max
0.84
ph_apache
0.77
d1_arterial_ph_max
0.60
d1_lactate_max
-0.48
d1_arterial_pco2_max
-0.46
h1_lactate_max
-0.43
h1_lactate_min
-0.43
d1_lactate_min
-0.42
h1_hco3_min
0.39
h1_arterial_pco2_max
-0.39
h1_hco3_max
0.39
d1_hco3_min
0.37
d1_potassium_max
-0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.61
intubated_apache
0.58
gcs_verbal_apache
0.42
gcs_eyes_apache
0.37
gcs_motor_apache
0.35
hospital_admit_source
0.19
icu_admit_source
0.17
apache_post_operative
0.15
icu_type
0.15
elective_surgery
0.13
gcs_unable_apache
0.10
gender
0.02
diabetes_mellitus
0.02
icu_stay_type
0.02
MOST FREQUENT VALUES
7.34
1,409
3.1%
107
2.9%
7.35
1,402
3.1%
109
2.9%
7.36
1,389
3.1%
131
3.5%
7.33
1,358
3.0%
100
2.7%
7.38
1,354
3.0%
100
2.7%
7.37
1,333
2.9%
114
3.0%
7.32
1,322
2.9%
134
3.6%
7.39
1,260
2.8%
106
2.8%
7.31
1,255
2.8%
99
2.6%
7.3
1,254
2.8%
118
3.1%
7.4
1,119
2.5%
89
2.4%
7.41
1,053
2.3%
105
2.8%
7.29
1,045
2.3%
90
2.4%
7.28
946
2.1%
76
2.0%
7.42
926
2.0%
91
2.4%
SMALLEST VALUES
6.89
241
0.5%
0
0.0%
6.892
2
0.0%
0
0.0%
6.894
1
0.0%
0
0.0%
6.897
1
0.0%
0
0.0%
6.898
1
0.0%
0
0.0%
6.899
4
0.0%
0
0.0%
6.9
25
0.1%
0
0.0%
6.901
3
0.0%
0
0.0%
6.902
1
0.0%
0
0.0%
6.903
1
0.0%
0
0.0%
6.904
1
0.0%
0
0.0%
6.905
3
0.0%
0
0.0%
6.907
1
0.0%
0
0.0%
6.909
1
0.0%
0
0.0%
6.91
22
0.0%
0
0.0%
LARGEST VALUES
7.557860000000001
226
0.5%
0
0.0%
7.557
1
0.0%
0
0.0%
7.556
1
0.0%
0
0.0%
7.555
1
0.0%
0
0.0%
7.553999999999999
4
0.0%
0
0.0%
7.5520000000000005
2
0.0%
0
0.0%
7.551
2
0.0%
0
0.0%
7.55
49
0.1%
14
0.4%
7.547999999999999
3
0.0%
0
0.0%
7.547000000000001
5
0.0%
0
0.0%
7.546
1
0.0%
0
0.0%
7.545
2
0.0%
0
0.0%
7.544
3
0.0%
1
0.0%
7.542999999999999
2
0.0%
0
0.0%
7.542000000000001
8
0.0%
0
0.0%
d1_arterial_po2_max
MISSING:
84,010
(65%)
6,342
(62%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_po2_max
0.88
h1_arterial_po2_min
0.77
pao2_apache
0.68
d1_pao2fio2ratio_max
0.56
h1_pao2fio2ratio_max
0.51
d1_arterial_po2_min
0.48
h1_pao2fio2ratio_min
0.46
fio2_apache
0.32
d1_pao2fio2ratio_min
0.27
d1_arterial_pco2_min
-0.18
d1_hematocrit_min
-0.18
d1_lactate_max
0.16
d1_arterial_ph_min
-0.16
apache_3j_diagnosis
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.58
ventilated_apache
0.57
gcs_verbal_apache
0.41
gcs_eyes_apache
0.36
gcs_motor_apache
0.35
hospital_admit_source
0.22
apache_post_operative
0.21
icu_admit_source
0.21
icu_type
0.19
elective_surgery
0.18
gcs_unable_apache
0.10
icu_stay_type
0.03
gender
0.03
ethnicity
0.02
MOST FREQUENT VALUES
82.0
359
0.8%
22
0.6%
88.0
343
0.7%
22
0.6%
81.0
340
0.7%
34
0.9%
91.0
322
0.7%
28
0.7%
78.0
317
0.7%
26
0.7%
85.0
317
0.7%
24
0.6%
77.0
315
0.7%
25
0.6%
84.0
312
0.7%
21
0.5%
83.0
310
0.7%
23
0.6%
90.0
306
0.7%
25
0.6%
80.0
303
0.7%
29
0.7%
89.0
302
0.7%
20
0.5%
79.0
301
0.7%
23
0.6%
73.0
298
0.6%
24
0.6%
76.0
297
0.6%
18
0.5%
SMALLEST VALUES
39.0
245
0.5%
0
0.0%
39.1
1
0.0%
0
0.0%
39.3
2
0.0%
0
0.0%
39.5
3
0.0%
0
0.0%
40.0
26
0.1%
3
0.1%
40.1
1
0.0%
1
0.0%
40.2
2
0.0%
0
0.0%
40.6
1
0.0%
0
0.0%
41.0
30
0.1%
1
0.0%
41.2
1
0.0%
0
0.0%
41.4
1
0.0%
0
0.0%
41.6
2
0.0%
0
0.0%
41.8
1
0.0%
0
0.0%
42.0
31
0.1%
3
0.1%
42.1
2
0.0%
0
0.0%
LARGEST VALUES
540.865
231
0.5%
0
0.0%
540.0
1
0.0%
0
0.0%
539.4
1
0.0%
0
0.0%
539.0
4
0.0%
0
0.0%
538.0
4
0.0%
1
0.0%
537.0
6
0.0%
0
0.0%
536.0
5
0.0%
1
0.0%
535.0
4
0.0%
0
0.0%
534.4
1
0.0%
0
0.0%
534.2
1
0.0%
0
0.0%
534.0
4
0.0%
1
0.0%
533.2
1
0.0%
0
0.0%
533.0
4
0.0%
1
0.0%
532.1
1
0.0%
0
0.0%
532.0
3
0.0%
1
0.0%
d1_arterial_po2_min
MISSING:
84,010
(65%)
6,342
(62%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pao2_apache
0.62
d1_pao2fio2ratio_min
0.62
h1_arterial_po2_min
0.60
h1_pao2fio2ratio_min
0.52
h1_arterial_po2_max
0.51
h1_pao2fio2ratio_max
0.49
d1_arterial_po2_max
0.48
d1_pao2fio2ratio_max
0.44
d1_arterial_pco2_max
-0.18
h1_spo2_max
0.16
h1_arterial_pco2_max
-0.15
d1_arterial_ph_min
0.15
paco2_apache
-0.14
paco2_for_ph_apache
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.52
intubated_apache
0.47
gcs_verbal_apache
0.38
gcs_eyes_apache
0.34
gcs_motor_apache
0.32
hospital_admit_source
0.16
icu_admit_source
0.15
apache_post_operative
0.14
icu_type
0.12
elective_surgery
0.12
gcs_unable_apache
0.10
icu_stay_type
0.02
ethnicity
0.02
gender
0.01
MOST FREQUENT VALUES
71.0
614
1.3%
52
1.3%
69.0
599
1.3%
43
1.1%
68.0
573
1.2%
40
1.0%
73.0
572
1.2%
50
1.3%
70.0
570
1.2%
47
1.2%
65.0
567
1.2%
50
1.3%
75.0
556
1.2%
45
1.2%
72.0
554
1.2%
51
1.3%
77.0
554
1.2%
41
1.1%
76.0
537
1.2%
38
1.0%
74.0
534
1.2%
49
1.3%
81.0
532
1.2%
46
1.2%
67.0
531
1.2%
51
1.3%
66.0
521
1.1%
43
1.1%
83.0
515
1.1%
42
1.1%
SMALLEST VALUES
28.0
265
0.6%
5
0.1%
28.1
2
0.0%
0
0.0%
28.3
1
0.0%
0
0.0%
28.4
1
0.0%
0
0.0%
28.6
2
0.0%
0
0.0%
28.7
3
0.0%
0
0.0%
28.8
2
0.0%
0
0.0%
28.9
1
0.0%
0
0.0%
29.0
42
0.1%
5
0.1%
29.2
2
0.0%
0
0.0%
29.4
2
0.0%
0
0.0%
29.5
2
0.0%
0
0.0%
29.6
3
0.0%
0
0.0%
29.7
1
0.0%
0
0.0%
29.8
3
0.0%
0
0.0%
LARGEST VALUES
448.892
231
0.5%
0
0.0%
448.2
1
0.0%
0
0.0%
448.0
5
0.0%
0
0.0%
447.0
1
0.0%
0
0.0%
446.0
3
0.0%
0
0.0%
445.0
5
0.0%
0
0.0%
444.0
2
0.0%
0
0.0%
443.0
3
0.0%
1
0.0%
442.0
1
0.0%
0
0.0%
441.5
1
0.0%
0
0.0%
441.0
2
0.0%
0
0.0%
440.0
5
0.0%
0
0.0%
439.7
1
0.0%
0
0.0%
439.0
5
0.0%
0
0.0%
438.0
1
0.0%
0
0.0%
d1_pao2fio2ratio_max
MISSING:
93,339
(72%)
7,112
(69%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_pao2fio2ratio_max
0.81
h1_pao2fio2ratio_min
0.77
d1_pao2fio2ratio_min
0.73
d1_arterial_po2_max
0.56
h1_arterial_po2_min
0.51
h1_arterial_po2_max
0.51
pao2_apache
0.47
d1_arterial_po2_min
0.44
fio2_apache
-0.27
d1_arterial_pco2_min
-0.26
h1_spo2_max
0.22
h1_arterial_pco2_min
-0.22
paco2_apache
-0.21
paco2_for_ph_apache
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.62
ventilated_apache
0.54
gcs_verbal_apache
0.38
gcs_eyes_apache
0.33
gcs_motor_apache
0.32
hospital_admit_source
0.19
apache_post_operative
0.18
icu_type
0.17
icu_admit_source
0.17
elective_surgery
0.15
gcs_unable_apache
0.09
icu_stay_type
0.04
ethnicity
0.03
gender
0.02
MOST FREQUENT VALUES
300.0
208
0.6%
28
0.9%
200.0
204
0.6%
13
0.4%
250.0
191
0.5%
15
0.5%
260.0
189
0.5%
12
0.4%
54.8
187
0.5%
0
0.0%
834.805
186
0.5%
0
0.0%
280.0
181
0.5%
16
0.5%
240.0
181
0.5%
15
0.5%
220.0
174
0.5%
19
0.6%
180.0
172
0.5%
10
0.3%
230.0
167
0.5%
13
0.4%
310.0
166
0.5%
14
0.4%
270.0
162
0.4%
8
0.3%
400.0
161
0.4%
8
0.3%
210.0
156
0.4%
9
0.3%
SMALLEST VALUES
54.8
187
0.5%
0
0.0%
55.0
14
0.0%
0
0.0%
55.29411765
1
0.0%
0
0.0%
55.4
1
0.0%
0
0.0%
55.7
1
0.0%
0
0.0%
55.78947368
1
0.0%
0
0.0%
56.0
17
0.0%
17
0.5%
56.25
1
0.0%
0
0.0%
56.3
2
0.0%
0
0.0%
56.4
1
0.0%
0
0.0%
56.7
2
0.0%
0
0.0%
56.84210526
1
0.0%
0
0.0%
56.9
1
0.0%
0
0.0%
57.0
16
0.0%
2
0.1%
57.3
2
0.0%
0
0.0%
LARGEST VALUES
834.805
186
0.5%
0
0.0%
834.0
1
0.0%
0
0.0%
833.3333332999999
3
0.0%
0
0.0%
833.0
1
0.0%
0
0.0%
828.5714286
2
0.0%
0
0.0%
823.8095238
1
0.0%
0
0.0%
823.3333332999999
1
0.0%
0
0.0%
820.0
4
0.0%
0
0.0%
817.5
1
0.0%
0
0.0%
815.0
1
0.0%
0
0.0%
814.2857142999999
2
0.0%
0
0.0%
810.0
1
0.0%
0
0.0%
809.5238095
1
0.0%
0
0.0%
808.0
1
0.0%
0
0.0%
806.8965517000001
1
0.0%
0
0.0%
d1_pao2fio2ratio_min
MISSING:
93,339
(72%)
7,112
(69%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_pao2fio2ratio_min
0.88
h1_pao2fio2ratio_max
0.84
d1_pao2fio2ratio_max
0.73
d1_arterial_po2_min
0.62
h1_arterial_po2_min
0.49
pao2_apache
0.45
fio2_apache
-0.44
h1_arterial_po2_max
0.41
d1_arterial_pco2_max
-0.31
d1_arterial_po2_max
0.27
d1_arterial_ph_min
0.26
h1_arterial_pco2_max
-0.26
h1_arterial_pco2_min
-0.24
paco2_apache
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.54
ventilated_apache
0.49
gcs_verbal_apache
0.34
gcs_eyes_apache
0.30
gcs_motor_apache
0.29
hospital_admit_source
0.15
apache_post_operative
0.15
icu_admit_source
0.14
icu_type
0.14
elective_surgery
0.13
gcs_unable_apache
0.08
icu_stay_type
0.03
ethnicity
0.03
diabetes_mellitus
0.01
MOST FREQUENT VALUES
200.0
238
0.6%
15
0.5%
160.0
209
0.6%
15
0.5%
180.0
208
0.6%
15
0.5%
220.0
197
0.5%
16
0.5%
36.0
192
0.5%
1
0.0%
250.0
192
0.5%
11
0.4%
604.2277778
186
0.5%
0
0.0%
190.0
179
0.5%
20
0.6%
210.0
177
0.5%
10
0.3%
140.0
174
0.5%
14
0.4%
300.0
173
0.5%
17
0.5%
150.0
171
0.5%
17
0.5%
170.0
171
0.5%
17
0.5%
260.0
166
0.5%
18
0.6%
240.0
162
0.4%
17
0.5%
SMALLEST VALUES
36.0
192
0.5%
1
0.0%
36.1
1
0.0%
0
0.0%
36.25
1
0.0%
0
0.0%
36.45833333
1
0.0%
0
0.0%
36.6
2
0.0%
0
0.0%
36.66666667
1
0.0%
0
0.0%
36.7
2
0.0%
0
0.0%
36.8
1
0.0%
0
0.0%
36.9
2
0.0%
0
0.0%
37.0
20
0.1%
0
0.0%
37.2
1
0.0%
0
0.0%
37.22222222
1
0.0%
0
0.0%
37.3
1
0.0%
0
0.0%
37.33333333
1
0.0%
0
0.0%
37.4
1
0.0%
0
0.0%
LARGEST VALUES
604.2277778
186
0.5%
0
0.0%
603.3333332999999
1
0.0%
0
0.0%
602.0
2
0.0%
0
0.0%
600.0
3
0.0%
3
0.1%
599.0
1
0.0%
0
0.0%
598.5714286
1
0.0%
0
0.0%
598.0
1
0.0%
0
0.0%
597.5
1
0.0%
0
0.0%
597.0
1
0.0%
0
0.0%
596.6666667000001
1
0.0%
0
0.0%
596.2962963
1
0.0%
0
0.0%
595.2380952000001
6
0.0%
0
0.0%
595.0
1
0.0%
0
0.0%
593.3333332999999
1
0.0%
0
0.0%
592.9411765
1
0.0%
0
0.0%
h1_arterial_pco2_max
MISSING:
107,666
(83%)
8,347
(82%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_pco2_min
0.95
d1_arterial_pco2_max
0.91
paco2_apache
0.72
paco2_for_ph_apache
0.72
d1_arterial_pco2_min
0.72
h1_arterial_ph_min
-0.47
d1_hco3_max
0.46
d1_hco3_min
0.46
h1_hco3_max
0.45
h1_hco3_min
0.44
h1_arterial_ph_max
-0.43
d1_arterial_ph_min
-0.39
h1_pao2fio2ratio_min
-0.26
d1_pao2fio2ratio_min
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.43
intubated_apache
0.40
gcs_verbal_apache
0.27
hospital_admit_source
0.26
icu_admit_source
0.24
gcs_eyes_apache
0.23
gcs_motor_apache
0.22
apache_post_operative
0.22
elective_surgery
0.20
icu_type
0.20
gcs_unable_apache
0.06
gender
0.03
icu_stay_type
0.03
diabetes_mellitus
0.02
MOST FREQUENT VALUES
41.0
606
2.7%
51
2.7%
39.0
600
2.7%
56
3.0%
38.0
592
2.6%
63
3.3%
40.0
591
2.6%
56
3.0%
44.0
580
2.6%
41
2.2%
42.0
573
2.5%
54
2.9%
43.0
558
2.5%
33
1.7%
45.0
536
2.4%
43
2.3%
46.0
533
2.4%
37
2.0%
37.0
517
2.3%
35
1.9%
36.0
479
2.1%
48
2.5%
47.0
465
2.1%
23
1.2%
35.0
444
2.0%
32
1.7%
48.0
403
1.8%
44
2.3%
34.0
363
1.6%
25
1.3%
SMALLEST VALUES
15.0
114
0.5%
2
0.1%
15.1
1
0.0%
0
0.0%
15.2
3
0.0%
0
0.0%
15.3
1
0.0%
0
0.0%
15.4
2
0.0%
0
0.0%
15.5
1
0.0%
0
0.0%
15.6
2
0.0%
1
0.1%
15.7
1
0.0%
0
0.0%
15.8
2
0.0%
0
0.0%
15.9
3
0.0%
0
0.0%
16.0
22
0.1%
0
0.0%
16.1
4
0.0%
0
0.0%
16.2
2
0.0%
1
0.1%
16.3
1
0.0%
0
0.0%
16.5
2
0.0%
1
0.1%
LARGEST VALUES
111.505
112
0.5%
0
0.0%
111.5
1
0.0%
0
0.0%
111.0
6
0.0%
0
0.0%
110.0
3
0.0%
0
0.0%
109.7
2
0.0%
0
0.0%
109.0
6
0.0%
0
0.0%
108.4
1
0.0%
0
0.0%
108.2
2
0.0%
0
0.0%
108.1
1
0.0%
0
0.0%
108.0
4
0.0%
0
0.0%
107.3
1
0.0%
0
0.0%
107.0
8
0.0%
0
0.0%
106.7
1
0.0%
0
0.0%
106.4
1
0.0%
0
0.0%
106.0
3
0.0%
1
0.1%
h1_arterial_pco2_min
MISSING:
107,666
(83%)
8,347
(82%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_pco2_max
0.95
d1_arterial_pco2_max
0.87
d1_arterial_pco2_min
0.75
paco2_apache
0.73
paco2_for_ph_apache
0.73
d1_hco3_min
0.48
d1_hco3_max
0.47
h1_hco3_min
0.46
h1_hco3_max
0.45
h1_arterial_ph_max
-0.45
h1_arterial_ph_min
-0.42
d1_arterial_ph_min
-0.34
h1_pao2fio2ratio_max
-0.25
h1_pao2fio2ratio_min
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.43
intubated_apache
0.39
gcs_verbal_apache
0.27
hospital_admit_source
0.25
gcs_eyes_apache
0.23
icu_admit_source
0.23
gcs_motor_apache
0.22
apache_post_operative
0.21
elective_surgery
0.20
icu_type
0.20
gcs_unable_apache
0.06
gender
0.03
icu_stay_type
0.03
diabetes_mellitus
0.02
MOST FREQUENT VALUES
39.0
666
3.0%
54
2.9%
38.0
653
2.9%
60
3.2%
40.0
626
2.8%
52
2.8%
37.0
594
2.6%
50
2.6%
41.0
593
2.6%
59
3.1%
42.0
580
2.6%
50
2.6%
43.0
545
2.4%
27
1.4%
36.0
544
2.4%
61
3.2%
44.0
537
2.4%
36
1.9%
35.0
529
2.4%
36
1.9%
45.0
492
2.2%
36
1.9%
46.0
475
2.1%
34
1.8%
34.0
442
2.0%
35
1.9%
33.0
409
1.8%
38
2.0%
47.0
405
1.8%
21
1.1%
SMALLEST VALUES
14.997
119
0.5%
0
0.0%
15.0
10
0.0%
2
0.1%
15.1
1
0.0%
0
0.0%
15.2
3
0.0%
0
0.0%
15.3
1
0.0%
0
0.0%
15.4
2
0.0%
0
0.0%
15.5
2
0.0%
0
0.0%
15.6
2
0.0%
1
0.1%
15.7
1
0.0%
1
0.1%
15.8
2
0.0%
0
0.0%
15.9
3
0.0%
0
0.0%
16.0
20
0.1%
0
0.0%
16.1
4
0.0%
0
0.0%
16.2
2
0.0%
0
0.0%
16.3
1
0.0%
0
0.0%
LARGEST VALUES
107.0
106
0.5%
0
0.0%
106.7
1
0.0%
0
0.0%
106.4
1
0.0%
0
0.0%
106.0
2
0.0%
1
0.1%
105.6
1
0.0%
0
0.0%
105.4
1
0.0%
0
0.0%
105.0
6
0.0%
0
0.0%
104.7
1
0.0%
0
0.0%
104.1
1
0.0%
0
0.0%
104.0
7
0.0%
0
0.0%
103.8
1
0.0%
0
0.0%
103.5
1
0.0%
0
0.0%
103.2
2
0.0%
0
0.0%
103.0
6
0.0%
1
0.1%
102.3
1
0.0%
0
0.0%
h1_arterial_ph_max
MISSING:
107,849
(83%)
8,401
(82%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_ph_min
0.94
d1_arterial_ph_min
0.84
ph_apache
0.63
d1_arterial_ph_max
0.61
h1_arterial_pco2_min
-0.45
h1_arterial_pco2_max
-0.43
h1_hco3_max
0.42
h1_hco3_min
0.41
d1_arterial_pco2_max
-0.41
h1_lactate_min
-0.40
h1_lactate_max
-0.40
d1_lactate_max
-0.37
d1_lactate_min
-0.32
d1_hco3_min
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.43
intubated_apache
0.42
hospital_admit_source
0.28
gcs_verbal_apache
0.27
icu_admit_source
0.26
apache_post_operative
0.25
elective_surgery
0.23
gcs_eyes_apache
0.23
icu_type
0.22
gcs_motor_apache
0.22
gcs_unable_apache
0.06
gender
0.03
icu_stay_type
0.03
diabetes_mellitus
0.02
MOST FREQUENT VALUES
7.36
732
3.3%
61
3.3%
7.34
728
3.3%
53
2.9%
7.38
727
3.3%
63
3.4%
7.37
720
3.2%
57
3.1%
7.35
710
3.2%
62
3.4%
7.39
694
3.1%
53
2.9%
7.4
688
3.1%
57
3.1%
7.32
662
3.0%
60
3.3%
7.33
650
2.9%
49
2.7%
7.41
611
2.7%
64
3.5%
7.31
563
2.5%
32
1.7%
7.42
534
2.4%
59
3.2%
7.3
511
2.3%
40
2.2%
7.29
490
2.2%
40
2.2%
7.43
467
2.1%
35
1.9%
SMALLEST VALUES
6.93
140
0.6%
0
0.0%
6.931
1
0.0%
0
0.0%
6.937
1
0.0%
0
0.0%
6.94
11
0.0%
0
0.0%
6.945
1
0.0%
0
0.0%
6.947
1
0.0%
0
0.0%
6.949
2
0.0%
0
0.0%
6.95
11
0.0%
11
0.6%
6.952000000000001
1
0.0%
0
0.0%
6.952999999999999
1
0.0%
0
0.0%
6.954
1
0.0%
0
0.0%
6.957000000000001
1
0.0%
0
0.0%
6.959
1
0.0%
0
0.0%
6.96
11
0.0%
0
0.0%
6.962000000000001
1
0.0%
0
0.0%
LARGEST VALUES
7.57
97
0.4%
0
0.0%
7.569
2
0.0%
0
0.0%
7.568
1
0.0%
0
0.0%
7.567
2
0.0%
0
0.0%
7.566
1
0.0%
0
0.0%
7.564
4
0.0%
0
0.0%
7.563
3
0.0%
0
0.0%
7.56
30
0.1%
0
0.0%
7.559
1
0.0%
0
0.0%
7.556
3
0.0%
0
0.0%
7.553999999999999
1
0.0%
0
0.0%
7.553
2
0.0%
0
0.0%
7.5520000000000005
3
0.0%
0
0.0%
7.551
1
0.0%
0
0.0%
7.55
43
0.2%
3
0.2%
h1_arterial_ph_min
MISSING:
107,849
(83%)
8,401
(82%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_ph_max
0.94
d1_arterial_ph_min
0.90
ph_apache
0.64
d1_arterial_ph_max
0.57
h1_arterial_pco2_max
-0.47
d1_arterial_pco2_max
-0.45
h1_lactate_max
-0.44
h1_lactate_min
-0.43
h1_arterial_pco2_min
-0.42
h1_hco3_min
0.41
h1_hco3_max
0.40
d1_lactate_max
-0.39
d1_lactate_min
-0.34
d1_hco3_min
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.43
intubated_apache
0.42
hospital_admit_source
0.28
gcs_verbal_apache
0.27
icu_admit_source
0.26
apache_post_operative
0.25
elective_surgery
0.23
gcs_eyes_apache
0.23
icu_type
0.22
gcs_motor_apache
0.22
gcs_unable_apache
0.06
gender
0.03
icu_stay_type
0.03
diabetes_mellitus
0.02
MOST FREQUENT VALUES
7.34
737
3.3%
50
2.7%
7.35
711
3.2%
55
3.0%
7.32
708
3.2%
64
3.5%
7.36
706
3.2%
56
3.1%
7.37
706
3.2%
55
3.0%
7.33
697
3.1%
60
3.3%
7.38
697
3.1%
62
3.4%
7.39
629
2.8%
58
3.2%
7.4
624
2.8%
52
2.8%
7.31
610
2.7%
36
2.0%
7.3
589
2.6%
56
3.1%
7.29
539
2.4%
43
2.3%
7.41
538
2.4%
62
3.4%
7.28
457
2.0%
35
1.9%
7.42
456
2.0%
48
2.6%
SMALLEST VALUES
6.9
122
0.5%
0
0.0%
6.901
1
0.0%
1
0.1%
6.902
1
0.0%
0
0.0%
6.904
1
0.0%
0
0.0%
6.905
1
0.0%
0
0.0%
6.91
8
0.0%
0
0.0%
6.912000000000001
2
0.0%
0
0.0%
6.912999999999999
2
0.0%
0
0.0%
6.915
1
0.0%
0
0.0%
6.92
3
0.0%
2
0.1%
6.922999999999999
1
0.0%
0
0.0%
6.9239999999999995
3
0.0%
0
0.0%
6.925
2
0.0%
0
0.0%
6.928
1
0.0%
0
0.0%
6.93
17
0.1%
2
0.1%
LARGEST VALUES
7.563
111
0.5%
0
0.0%
7.56
23
0.1%
0
0.0%
7.559
1
0.0%
0
0.0%
7.556
3
0.0%
0
0.0%
7.553999999999999
1
0.0%
0
0.0%
7.553
2
0.0%
0
0.0%
7.5520000000000005
3
0.0%
0
0.0%
7.551
1
0.0%
0
0.0%
7.55
41
0.2%
0
0.0%
7.5489999999999995
2
0.0%
0
0.0%
7.547000000000001
2
0.0%
0
0.0%
7.546
1
0.0%
0
0.0%
7.545
4
0.0%
0
0.0%
7.544
2
0.0%
0
0.0%
7.542999999999999
4
0.0%
0
0.0%
h1_arterial_po2_max
MISSING:
107,445
(83%)
8,306
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
d1_arterial_po2_max
0.88
h1_arterial_po2_min
0.88
h1_pao2fio2ratio_max
0.63
h1_pao2fio2ratio_min
0.58
pao2_apache
0.56
d1_arterial_po2_min
0.51
d1_pao2fio2ratio_max
0.51
d1_pao2fio2ratio_min
0.41
apache_3j_diagnosis
0.24
h1_resprate_max
-0.22
h1_spo2_max
0.21
h1_resprate_min
-0.20
h1_spo2_min
0.19
d1_hematocrit_min
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.39
intubated_apache
0.39
hospital_admit_source
0.30
apache_post_operative
0.29
icu_admit_source
0.28
elective_surgery
0.27
gcs_verbal_apache
0.26
icu_type
0.24
gcs_eyes_apache
0.21
gcs_motor_apache
0.21
gcs_unable_apache
0.06
icu_stay_type
0.03
gender
0.03
immunosuppression
0.02
MOST FREQUENT VALUES
81.0
193
0.8%
13
0.7%
76.0
191
0.8%
7
0.4%
71.0
182
0.8%
20
1.0%
80.0
182
0.8%
19
1.0%
82.0
179
0.8%
10
0.5%
74.0
177
0.8%
23
1.2%
84.0
173
0.8%
15
0.8%
79.0
172
0.8%
16
0.8%
67.0
168
0.7%
8
0.4%
83.0
168
0.7%
10
0.5%
69.0
167
0.7%
12
0.6%
73.0
167
0.7%
14
0.7%
86.0
166
0.7%
14
0.7%
75.0
163
0.7%
15
0.8%
70.0
162
0.7%
13
0.7%
SMALLEST VALUES
34.0
121
0.5%
0
0.0%
34.3
1
0.0%
0
0.0%
34.4
1
0.0%
0
0.0%
34.5
1
0.0%
0
0.0%
34.8
1
0.0%
0
0.0%
35.0
19
0.1%
1
0.1%
35.2
1
0.0%
0
0.0%
35.3
1
0.0%
0
0.0%
35.5
2
0.0%
0
0.0%
36.0
13
0.1%
0
0.0%
36.6
2
0.0%
0
0.0%
37.0
14
0.1%
2
0.1%
37.2
1
0.0%
0
0.0%
37.4
1
0.0%
0
0.0%
38.0
18
0.1%
0
0.0%
LARGEST VALUES
534.905
115
0.5%
0
0.0%
534.0
2
0.0%
0
0.0%
533.2
1
0.0%
0
0.0%
532.0
1
0.0%
1
0.1%
531.0
4
0.0%
1
0.1%
530.0
2
0.0%
0
0.0%
529.9
1
0.0%
0
0.0%
529.0
6
0.0%
0
0.0%
528.4
1
0.0%
0
0.0%
528.1
1
0.0%
0
0.0%
528.0
2
0.0%
0
0.0%
527.0
6
0.0%
2
0.1%
526.0
3
0.0%
0
0.0%
525.5
1
0.0%
0
0.0%
525.0
3
0.0%
0
0.0%
h1_arterial_po2_min
MISSING:
107,445
(83%)
8,306
(81%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_arterial_po2_max
0.88
d1_arterial_po2_max
0.77
h1_pao2fio2ratio_min
0.67
h1_pao2fio2ratio_max
0.65
d1_arterial_po2_min
0.60
pao2_apache
0.60
d1_pao2fio2ratio_max
0.51
d1_pao2fio2ratio_min
0.49
h1_spo2_max
0.20
h1_spo2_min
0.18
h1_resprate_max
-0.18
apache_3j_diagnosis
0.16
h1_resprate_min
-0.16
h1_temp_min
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ventilated_apache
0.39
intubated_apache
0.37
hospital_admit_source
0.27
apache_post_operative
0.26
gcs_verbal_apache
0.26
icu_admit_source
0.26
elective_surgery
0.24
gcs_eyes_apache
0.22
gcs_motor_apache
0.21
icu_type
0.21
gcs_unable_apache
0.06
icu_stay_type
0.03
gender
0.02
immunosuppression
0.01
MOST FREQUENT VALUES
81.0
214
0.9%
12
0.6%
76.0
204
0.9%
8
0.4%
80.0
203
0.9%
23
1.2%
82.0
200
0.9%
12
0.6%
69.0
197
0.9%
14
0.7%
73.0
197
0.9%
18
0.9%
71.0
191
0.8%
25
1.3%
72.0
189
0.8%
15
0.8%
67.0
189
0.8%
13
0.7%
74.0
188
0.8%
26
1.3%
84.0
187
0.8%
17
0.9%
75.0
185
0.8%
16
0.8%
70.0
185
0.8%
15
0.8%
65.0
183
0.8%
11
0.6%
83.0
181
0.8%
13
0.7%
SMALLEST VALUES
31.0
118
0.5%
0
0.0%
31.2
1
0.0%
0
0.0%
31.3
1
0.0%
0
0.0%
31.5
1
0.0%
0
0.0%
32.0
16
0.1%
0
0.0%
32.9
1
0.0%
0
0.0%
33.0
14
0.1%
2
0.1%
33.1
2
0.0%
0
0.0%
33.4
2
0.0%
0
0.0%
33.5
1
0.0%
1
0.1%
33.6
1
0.0%
0
0.0%
33.9
1
0.0%
0
0.0%
34.0
15
0.1%
1
0.1%
34.3
2
0.0%
0
0.0%
34.4
1
0.0%
0
0.0%
LARGEST VALUES
514.905
115
0.5%
0
0.0%
514.0
3
0.0%
0
0.0%
513.9
1
0.0%
0
0.0%
513.0
5
0.0%
0
0.0%
512.0
1
0.0%
1
0.1%
511.0
6
0.0%
0
0.0%
510.0
6
0.0%
0
0.0%
509.0
6
0.0%
0
0.0%
508.8
1
0.0%
0
0.0%
508.0
4
0.0%
1
0.1%
507.0
5
0.0%
0
0.0%
506.2
1
0.0%
0
0.0%
506.0
3
0.0%
1
0.1%
505.0
2
0.0%
0
0.0%
504.0
4
0.0%
0
0.0%
h1_pao2fio2ratio_max
MISSING:
113,397
(87%)
8,812
(86%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_pao2fio2ratio_min
0.95
d1_pao2fio2ratio_min
0.84
d1_pao2fio2ratio_max
0.81
h1_arterial_po2_min
0.65
h1_arterial_po2_max
0.63
d1_arterial_po2_max
0.51
d1_arterial_po2_min
0.49
pao2_apache
0.45
fio2_apache
-0.33
h1_arterial_pco2_min
-0.25
h1_spo2_min
0.24
h1_arterial_pco2_max
-0.23
d1_arterial_pco2_max
-0.22
h1_spo2_max
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.38
ventilated_apache
0.34
hospital_admit_source
0.24
apache_post_operative
0.23
icu_admit_source
0.22
gcs_verbal_apache
0.21
elective_surgery
0.21
icu_type
0.20
gcs_eyes_apache
0.18
gcs_motor_apache
0.18
gcs_unable_apache
0.05
icu_stay_type
0.03
gender
0.02
ethnicity
0.02
MOST FREQUENT VALUES
200.0
95
0.6%
7
0.5%
42.0
91
0.5%
0
0.0%
720.0
84
0.5%
0
0.0%
160.0
80
0.5%
7
0.5%
190.0
77
0.5%
5
0.4%
180.0
76
0.5%
7
0.5%
210.0
72
0.4%
5
0.4%
300.0
71
0.4%
8
0.6%
250.0
68
0.4%
5
0.4%
260.0
67
0.4%
3
0.2%
140.0
66
0.4%
7
0.5%
150.0
66
0.4%
3
0.2%
220.0
63
0.4%
7
0.5%
230.0
61
0.4%
4
0.3%
240.0
61
0.4%
7
0.5%
SMALLEST VALUES
42.0
91
0.5%
0
0.0%
42.22222222
1
0.0%
0
0.0%
42.6
1
0.0%
0
0.0%
43.0
7
0.0%
0
0.0%
43.1
1
0.0%
0
0.0%
43.33333333
1
0.0%
0
0.0%
44.0
8
0.0%
1
0.1%
44.28571429
1
0.0%
0
0.0%
44.3
1
0.0%
0
0.0%
44.44444444
1
0.0%
0
0.0%
44.5
1
0.0%
0
0.0%
44.7
1
0.0%
0
0.0%
44.89795918
1
0.0%
0
0.0%
44.9
1
0.0%
0
0.0%
45.0
11
0.1%
0
0.0%
LARGEST VALUES
720.0
84
0.5%
0
0.0%
718.3333332999999
1
0.0%
0
0.0%
716.6666667000001
1
0.0%
0
0.0%
714.0
2
0.0%
0
0.0%
713.8888889
1
0.0%
0
0.0%
712.0
1
0.0%
0
0.0%
709.5238095
1
0.0%
0
0.0%
706.0
1
0.0%
0
0.0%
704.7619047999999
1
0.0%
0
0.0%
702.5
1
0.0%
0
0.0%
701.6666667000001
1
0.0%
0
0.0%
697.5
1
0.0%
0
0.0%
695.2380952000001
1
0.0%
0
0.0%
687.6923077
1
0.0%
0
0.0%
685.7142857000001
1
0.0%
0
0.0%
h1_pao2fio2ratio_min
MISSING:
113,397
(87%)
8,812
(86%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
h1_pao2fio2ratio_max
0.95
d1_pao2fio2ratio_min
0.88
d1_pao2fio2ratio_max
0.77
h1_arterial_po2_min
0.67
h1_arterial_po2_max
0.58
d1_arterial_po2_min
0.52
d1_arterial_po2_max
0.46
pao2_apache
0.45
fio2_apache
-0.35
h1_arterial_pco2_max
-0.26
d1_arterial_pco2_max
-0.25
h1_spo2_min
0.24
h1_arterial_pco2_min
-0.24
h1_spo2_max
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
intubated_apache
0.37
ventilated_apache
0.34
hospital_admit_source
0.23
apache_post_operative
0.22
icu_admit_source
0.22
gcs_verbal_apache
0.21
elective_surgery
0.21
icu_type
0.20
gcs_eyes_apache
0.18
gcs_motor_apache
0.17
gcs_unable_apache
0.05
icu_stay_type
0.03
gender
0.02
ethnicity
0.02
MOST FREQUENT VALUES
200.0
94
0.6%
8
0.6%
38.0
85
0.5%
0
0.0%
654.8137931
85
0.5%
0
0.0%
190.0
80
0.5%
6
0.4%
160.0
77
0.5%
7
0.5%
180.0
74
0.4%
6
0.4%
210.0
72
0.4%
5
0.4%
150.0
72
0.4%
3
0.2%
300.0
69
0.4%
8
0.6%
260.0
66
0.4%
3
0.2%
120.0
66
0.4%
4
0.3%
140.0
65
0.4%
5
0.4%
220.0
64
0.4%
8
0.6%
250.0
64
0.4%
5
0.4%
230.0
62
0.4%
4
0.3%
SMALLEST VALUES
38.0
85
0.5%
0
0.0%
38.3
1
0.0%
0
0.0%
38.5
1
0.0%
0
0.0%
39.0
7
0.0%
0
0.0%
40.0
10
0.1%
0
0.0%
40.2
2
0.0%
0
0.0%
40.6
1
0.0%
0
0.0%
41.0
7
0.0%
0
0.0%
41.25
2
0.0%
0
0.0%
41.6
1
0.0%
0
0.0%
41.7
1
0.0%
0
0.0%
41.8
2
0.0%
0
0.0%
41.9
2
0.0%
1
0.1%
42.0
9
0.1%
2
0.1%
42.22222222
1
0.0%
0
0.0%
LARGEST VALUES
654.8137931
85
0.5%
0
0.0%
653.3333332999999
1
0.0%
0
0.0%
652.3809524000001
1
0.0%
0
0.0%
642.8571429
2
0.0%
0
0.0%
640.0
2
0.0%
1
0.1%
638.3333332999999
2
0.0%
0
0.0%
638.0952381
2
0.0%
0
0.0%
636.9230769
1
0.0%
0
0.0%
636.1111111
1
0.0%
0
0.0%
636.0
1
0.0%
0
0.0%
633.3333332999999
7
0.0%
0
0.0%
632.5
2
0.0%
0
0.0%
630.0
2
0.0%
0
0.0%
629.6296296
1
0.0%
0
0.0%
628.5714286
4
0.0%
0
0.0%
aids
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
130,023
99%
10,224
99%
28,140
22%
1
134
0%
10
0%
11
8%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
aids
PROVIDES INFORMATION ON...
readmission_status
1.00
lymphoma
0.00
immunosuppression
0.00
cirrhosis
0.00
ethnicity
0.00
arf_apache
0.00
gender
0.00
leukemia
0.00
icu_stay_type
0.00
apache_post_operative
0.00
icu_admit_source
0.00
diabetes_mellitus
0.00
hospital_admit_source
0.00
elective_surgery
0.00

THESE FEATURES
GIVE INFORMATION
ON aids:
ethnicity
0.03
hospital_admit_source
0.03
icu_admit_source
0.02
gender
0.02
immunosuppression
0.01
icu_type
0.01
apache_post_operative
0.01
diabetes_mellitus
0.01
elective_surgery
0.01
arf_apache
0.00
lymphoma
0.00
cirrhosis
0.00
icu_stay_type
0.00
gcs_eyes_apache
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
aids
CORRELATION RATIO WITH...
d1_creatinine_min
0.02
d1_creatinine_max
0.02
age
0.02
bmi
0.02
weight
0.02
creatinine_apache
0.02
d1_heartrate_max
0.01
d1_wbc_max
0.01
wbc_apache
0.01
d1_wbc_min
0.01
h1_heartrate_min
0.01
d1_heartrate_min
0.01
h1_heartrate_max
0.01
h1_resprate_max
0.01
cirrhosis
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
128,064
98%
10,111
99%
27,596
22%
1
2,093
2%
123
1%
555
27%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cirrhosis
PROVIDES INFORMATION ON...
readmission_status
1.00
hepatic_failure
0.37
aids
0.00
apache_post_operative
0.00
arf_apache
0.00
elective_surgery
0.00
ethnicity
0.00
icu_admit_source
0.00
icu_type
0.00
gender
0.00
gcs_motor_apache
0.00
hospital_admit_source
0.00
gcs_verbal_apache
0.00
gcs_eyes_apache
0.00

THESE FEATURES
GIVE INFORMATION
ON cirrhosis:
hepatic_failure
0.32
ethnicity
0.01
icu_admit_source
0.01
icu_type
0.01
apache_post_operative
0.01
elective_surgery
0.01
hospital_admit_source
0.01
gcs_verbal_apache
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
gender
0.00
arf_apache
0.00
diabetes_mellitus
0.00
intubated_apache
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cirrhosis
CORRELATION RATIO WITH...
d1_bilirubin_max
0.23
d1_bilirubin_min
0.23
bilirubin_apache
0.22
h1_bilirubin_max
0.11
h1_bilirubin_min
0.11
d1_inr_min
0.08
h1_inr_min
0.08
d1_inr_max
0.08
h1_inr_max
0.08
d1_platelets_min
0.08
d1_platelets_max
0.08
d1_lactate_min
0.07
d1_lactate_max
0.07
d1_bun_max
0.05
hepatic_failure
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
128,387
99%
10,131
99%
27,709
22%
1
1,770
1%
103
1%
442
25%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
hepatic_failure
PROVIDES INFORMATION ON...
readmission_status
1.00
cirrhosis
0.32
elective_surgery
0.00
apache_post_operative
0.00
ethnicity
0.00
icu_admit_source
0.00
arf_apache
0.00
icu_type
0.00
hospital_admit_source
0.00
aids
0.00
gender
0.00
gcs_motor_apache
0.00
gcs_verbal_apache
0.00
gcs_eyes_apache
0.00

THESE FEATURES
GIVE INFORMATION
ON hepatic_failure:
cirrhosis
0.37
icu_admit_source
0.01
icu_type
0.01
ethnicity
0.01
hospital_admit_source
0.01
elective_surgery
0.01
apache_post_operative
0.01
gcs_verbal_apache
0.00
gender
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
arf_apache
0.00
diabetes_mellitus
0.00
icu_stay_type
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hepatic_failure
CORRELATION RATIO WITH...
d1_bilirubin_max
0.24
d1_bilirubin_min
0.23
bilirubin_apache
0.23
h1_bilirubin_max
0.12
h1_bilirubin_min
0.12
d1_inr_min
0.08
h1_inr_min
0.08
d1_inr_max
0.08
h1_inr_max
0.08
d1_lactate_min
0.07
d1_platelets_min
0.07
d1_lactate_max
0.06
d1_platelets_max
0.06
d1_bun_max
0.05
immunosuppression
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
126,816
97%
10,003
98%
27,454
22%
1
3,341
3%
231
2%
697
21%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
immunosuppression
PROVIDES INFORMATION ON...
readmission_status
1.00
solid_tumor_with_metastasis
0.13
leukemia
0.07
lymphoma
0.07
aids
0.01
icu_admit_source
0.00
gcs_unable_apache
0.00
gcs_motor_apache
0.00
icu_type
0.00
hospital_admit_source
0.00
gcs_verbal_apache
0.00
gcs_eyes_apache
0.00
ethnicity
0.00
elective_surgery
0.00

THESE FEATURES
GIVE INFORMATION
ON immunosuppression:
solid_tumor_with_metastasis
0.11
leukemia
0.03
lymphoma
0.02
icu_admit_source
0.01
icu_type
0.01
hospital_admit_source
0.01
gcs_verbal_apache
0.00
gcs_motor_apache
0.00
gcs_eyes_apache
0.00
ethnicity
0.00
aids
0.00
elective_surgery
0.00
apache_post_operative
0.00
intubated_apache
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
immunosuppression
CORRELATION RATIO WITH...
d1_heartrate_max
0.06
heart_rate_apache
0.06
h1_heartrate_min
0.05
d1_heartrate_min
0.05
h1_heartrate_max
0.05
pre_icu_los_days
0.04
h1_resprate_max
0.03
d1_sysbp_min
0.03
age
0.03
d1_resprate_max
0.03
d1_hematocrit_min
0.03
resprate_apache
0.03
d1_hemaglobin_min
0.03
d1_hematocrit_max
0.03
leukemia
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
129,206
99%
10,167
99%
27,929
22%
1
951
1%
67
1%
222
23%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
leukemia
PROVIDES INFORMATION ON...
readmission_status
1.00
immunosuppression
0.03
lymphoma
0.01
aids
0.00
icu_admit_source
0.00
arf_apache
0.00
elective_surgery
0.00
hospital_admit_source
0.00
solid_tumor_with_metastasis
0.00
gcs_unable_apache
0.00
apache_post_operative
0.00
icu_type
0.00
cirrhosis
0.00
gender
0.00

THESE FEATURES
GIVE INFORMATION
ON leukemia:
immunosuppression
0.07
icu_admit_source
0.01
hospital_admit_source
0.01
lymphoma
0.00
elective_surgery
0.00
icu_type
0.00
apache_post_operative
0.00
gcs_verbal_apache
0.00
gender
0.00
gcs_motor_apache
0.00
arf_apache
0.00
gcs_eyes_apache
0.00
ethnicity
0.00
solid_tumor_with_metastasis
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
leukemia
CORRELATION RATIO WITH...
pre_icu_los_days
0.06
d1_platelets_min
0.05
d1_platelets_max
0.04
d1_hematocrit_min
0.03
d1_bun_min
0.03
d1_hemaglobin_min
0.03
d1_bun_max
0.03
d1_hematocrit_max
0.03
d1_hemaglobin_max
0.03
age
0.02
bun_apache
0.02
d1_heartrate_max
0.02
d1_resprate_max
0.02
h1_resprate_max
0.02
lymphoma
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
129,612
99%
10,192
99%
28,034
22%
1
545
0%
42
0%
117
21%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
lymphoma
PROVIDES INFORMATION ON...
readmission_status
1.00
immunosuppression
0.02
leukemia
0.00
aids
0.00
solid_tumor_with_metastasis
0.00
icu_admit_source
0.00
ethnicity
0.00
hospital_admit_source
0.00
icu_type
0.00
gcs_eyes_apache
0.00
apache_post_operative
0.00
gcs_motor_apache
0.00
icu_stay_type
0.00
elective_surgery
0.00

THESE FEATURES
GIVE INFORMATION
ON lymphoma:
immunosuppression
0.07
leukemia
0.01
icu_admit_source
0.01
ethnicity
0.00
hospital_admit_source
0.00
solid_tumor_with_metastasis
0.00
icu_type
0.00
gcs_eyes_apache
0.00
gcs_verbal_apache
0.00
gcs_motor_apache
0.00
aids
0.00
apache_post_operative
0.00
elective_surgery
0.00
icu_stay_type
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lymphoma
CORRELATION RATIO WITH...
age
0.02
d1_platelets_max
0.02
d1_platelets_min
0.02
d1_heartrate_max
0.02
pre_icu_los_days
0.02
h1_heartrate_min
0.02
h1_heartrate_max
0.02
heart_rate_apache
0.02
d1_heartrate_min
0.01
d1_sysbp_min
0.01
h1_resprate_max
0.01
d1_mbp_min
0.01
d1_lactate_max
0.01
d1_sysbp_noninvasive_min
0.01
solid_tumor_with_metastasis
MISSING:
---
---
TOP CATEGORIES
diabetes_mellitus
0
127,443
98%
10,053
98%
27,665
22%
1
2,714
2%
181
2%
486
18%
ALL
130,157
100%
10,234
100%
28,151
22%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
solid_tumor_with_metastasis
PROVIDES INFORMATION ON...
readmission_status
1.00
immunosuppression
0.11
lymphoma
0.00
leukemia
0.00
icu_admit_source
0.00
hospital_admit_source
0.00
icu_type
0.00
arf_apache
0.00
elective_surgery
0.00
apache_post_operative
0.00
intubated_apache
0.00
ventilated_apache
0.00
gcs_motor_apache
0.00
diabetes_mellitus
0.00

THESE FEATURES
GIVE INFORMATION
ON solid_tumor_with_metastasis:
immunosuppression
0.13
hospital_admit_source
0.01
icu_type
0.01
icu_admit_source
0.01
elective_surgery
0.00
gcs_verbal_apache
0.00
gcs_motor_apache
0.00
apache_post_operative
0.00
ethnicity
0.00
ventilated_apache
0.00
gcs_eyes_apache
0.00
lymphoma
0.00
intubated_apache
0.00
diabetes_mellitus
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
solid_tumor_with_metastasis
CORRELATION RATIO WITH...
d1_heartrate_max
0.04
h1_heartrate_min
0.04
d1_heartrate_min
0.04
heart_rate_apache
0.04
h1_heartrate_max
0.04
bmi
0.03
weight
0.03
pre_icu_los_days
0.03
age
0.03
apache_3j_diagnosis
0.02
d1_sysbp_max
0.02
d1_sysbp_min
0.02
d1_hematocrit_max
0.02
d1_hemaglobin_min
0.02